Number of DEGs: 203
TO FUNCTIONAL HERE
library(miRBaseConverter)
# Fulfill the aim of the study
dge_hgnc <-
biomaRt::getBM(
attributes = c('ensembl_gene_id', 'external_gene_name'
# can be commented out to not induce multiple IDs
, 'mirbase_accession', 'mirbase_id'
),
filters = 'ensembl_gene_id',
values = dge$id,
mart = biomaRt::useDataset(
"hsapiens_gene_ensembl",
mart = biomaRt::useMart("ensembl", host = "ensembl.org")
)
) %>%
dplyr::rename('id' = 'ensembl_gene_id',
'hgnc' = 'external_gene_name') %>%
full_join(dge)
knitr::kable(dge_hgnc, format="markdown")
| ENSG00000194717 |
MIR494 |
MI0003134 |
hsa-mir-494 |
9.029829e-01 |
-1.5259071 |
0.3518974 |
-4.3362271 |
0.0000145 |
0.0000354 |
| ENSG00000198972 |
MIRLET7E |
MI0000066 |
hsa-let-7e |
5.373825e+01 |
1.1949604 |
0.0735654 |
16.2435139 |
0.0000000 |
0.0000000 |
| ENSG00000198973 |
MIR375 |
MI0000783 |
hsa-mir-375 |
6.398780e+00 |
-5.4624367 |
0.2717062 |
-20.1042040 |
0.0000000 |
0.0000000 |
| ENSG00000198974 |
MIR30E |
MI0000749 |
hsa-mir-30e |
3.902451e+04 |
-0.7845145 |
0.0885598 |
-8.8585817 |
0.0000000 |
0.0000000 |
| ENSG00000198975 |
MIRLET7A2 |
MI0000061 |
hsa-let-7a-2 |
5.414834e+02 |
-1.8545989 |
0.1433441 |
-12.9380929 |
0.0000000 |
0.0000000 |
| ENSG00000198976 |
MIR429 |
MI0001641 |
hsa-mir-429 |
6.258010e-02 |
-0.1125922 |
0.8278778 |
-0.1360010 |
0.8918205 |
NA |
| ENSG00000198984 |
MIR345 |
MI0000825 |
hsa-mir-345 |
1.248062e+00 |
-0.1529020 |
0.2044427 |
-0.7478967 |
0.4545225 |
0.5826483 |
| ENSG00000198987 |
MIR16-2 |
MI0000115 |
hsa-mir-16-2 |
8.283027e+01 |
-0.5720228 |
0.0920648 |
-6.2132622 |
0.0000000 |
0.0000000 |
| ENSG00000198995 |
MIR340 |
MI0000802 |
hsa-mir-340 |
2.241044e+01 |
-0.6912193 |
0.0887657 |
-7.7870089 |
0.0000000 |
0.0000000 |
| ENSG00000198997 |
MIR107 |
MI0000114 |
hsa-mir-107 |
2.967474e+01 |
-2.5067649 |
0.0985783 |
-25.4291651 |
0.0000000 |
0.0000000 |
| ENSG00000199005 |
MIR370 |
MI0000778 |
hsa-mir-370 |
1.533883e+00 |
0.8037180 |
0.2091078 |
3.8435578 |
0.0001213 |
0.0002690 |
| ENSG00000199012 |
MIR412 |
MI0002464 |
hsa-mir-412 |
3.937430e-02 |
-0.1070618 |
1.2150696 |
-0.0881116 |
0.9297879 |
NA |
| ENSG00000199015 |
MIR377 |
MI0000785 |
hsa-mir-377 |
6.609877e-01 |
-0.0174710 |
0.2705755 |
-0.0645699 |
0.9485164 |
0.9603237 |
| ENSG00000199020 |
MIR381 |
MI0000789 |
hsa-mir-381 |
1.038414e+00 |
-1.8420033 |
0.3732992 |
-4.9343885 |
0.0000008 |
0.0000021 |
| ENSG00000199023 |
MIR339 |
MI0000815 |
hsa-mir-339 |
4.993165e+01 |
-0.3754946 |
0.0982423 |
-3.8221283 |
0.0001323 |
0.0002921 |
| ENSG00000199024 |
MIR103A2 |
MI0000108 |
hsa-mir-103a-2 |
9.675843e+02 |
-0.8730459 |
0.0698645 |
-12.4962659 |
0.0000000 |
0.0000000 |
| ENSG00000199025 |
MIR369 |
MI0000777 |
hsa-mir-369 |
7.850200e-01 |
0.0720598 |
0.2484479 |
0.2900400 |
0.7717856 |
0.8513365 |
| ENSG00000199030 |
MIRLET7C |
MI0000064 |
hsa-let-7c |
2.612328e+02 |
-1.3608786 |
0.1047831 |
-12.9875826 |
0.0000000 |
0.0000000 |
| ENSG00000199031 |
MIR371A |
MI0000779 |
hsa-mir-371a |
9.268650e-02 |
0.4192221 |
1.0577067 |
0.3963500 |
0.6918468 |
0.8038601 |
| ENSG00000199032 |
MIR425 |
MI0001448 |
hsa-mir-425 |
4.092463e+02 |
-0.4648148 |
0.0760995 |
-6.1079861 |
0.0000000 |
0.0000000 |
| ENSG00000199035 |
MIR103A1 |
MI0000109 |
hsa-mir-103a-1 |
9.646655e+02 |
-0.8734357 |
0.0697858 |
-12.5159575 |
0.0000000 |
0.0000000 |
| ENSG00000199036 |
MIR219A1 |
MI0000296 |
hsa-mir-219a-1 |
1.635521e+00 |
-1.9421153 |
0.2155023 |
-9.0120402 |
0.0000000 |
0.0000000 |
| ENSG00000199038 |
MIR210 |
MI0000286 |
hsa-mir-210 |
2.934819e+01 |
-2.2889861 |
0.0927972 |
-24.6665458 |
0.0000000 |
0.0000000 |
| ENSG00000199043 |
MIR335 |
MI0000816 |
hsa-mir-335 |
7.332574e+01 |
1.7511518 |
0.1265935 |
13.8328682 |
0.0000000 |
0.0000000 |
| ENSG00000199047 |
MIR378A |
MI0000786 |
hsa-mir-378a |
5.939008e+01 |
-0.8321747 |
0.0685902 |
-12.1325591 |
0.0000000 |
0.0000000 |
| ENSG00000199051 |
MIR361 |
MI0000760 |
hsa-mir-361 |
1.418794e+02 |
0.0860733 |
0.0440252 |
1.9550898 |
0.0505725 |
0.0839434 |
| ENSG00000199053 |
MIR324 |
MI0000813 |
hsa-mir-324 |
1.659498e+01 |
-1.5934493 |
0.1054006 |
-15.1180318 |
0.0000000 |
0.0000000 |
| ENSG00000199059 |
MIR135B |
MI0000810 |
hsa-mir-135b |
1.735454e+00 |
1.1042500 |
0.2283508 |
4.8357609 |
0.0000013 |
0.0000034 |
| ENSG00000199065 |
MIR101-2 |
MI0000739 |
hsa-mir-101-2 |
4.980772e+01 |
-2.1024592 |
0.1425077 |
-14.7533024 |
0.0000000 |
0.0000000 |
| ENSG00000199069 |
MIR323A |
MI0000807 |
hsa-mir-323a |
7.442760e-02 |
0.5643524 |
0.9704442 |
0.5815404 |
0.5608763 |
NA |
| ENSG00000199072 |
MIRLET7F1 |
MI0000067 |
hsa-let-7f-1 |
8.591698e+01 |
0.2678826 |
0.0834153 |
3.2114309 |
0.0013208 |
0.0026200 |
| ENSG00000199075 |
MIR26A1 |
MI0000083 |
hsa-mir-26a-1 |
8.331967e+02 |
-0.4694277 |
0.0838323 |
-5.5996077 |
0.0000000 |
0.0000001 |
| ENSG00000199082 |
MIR342 |
MI0000805 |
hsa-mir-342 |
6.508519e+02 |
-0.5349392 |
0.0687900 |
-7.7764106 |
0.0000000 |
0.0000000 |
| ENSG00000199085 |
MIR148A |
MI0000253 |
hsa-mir-148a |
1.836641e+04 |
-2.7281047 |
0.0566421 |
-48.1638653 |
0.0000000 |
0.0000000 |
| ENSG00000199090 |
MIR326 |
MI0000808 |
hsa-mir-326 |
3.999001e-01 |
0.5504576 |
0.3743923 |
1.4702695 |
0.1414888 |
0.2105077 |
| ENSG00000199092 |
MIR410 |
MI0002465 |
hsa-mir-410 |
4.711937e-01 |
-0.1934863 |
0.3417208 |
-0.5662116 |
0.5712499 |
0.6934576 |
| ENSG00000199094 |
MIR30C2 |
MI0000254 |
hsa-mir-30c-2 |
1.691446e+04 |
0.1584652 |
0.0847602 |
1.8695697 |
0.0615436 |
0.0990742 |
| ENSG00000199095 |
MIR372 |
MI0000780 |
hsa-mir-372 |
1.908655e-01 |
-0.3274847 |
0.4796209 |
-0.6827991 |
0.4947338 |
0.6238504 |
| ENSG00000199104 |
MIR346 |
MI0000826 |
hsa-mir-346 |
7.389278e-01 |
-0.7372068 |
0.3297736 |
-2.2354934 |
0.0253850 |
0.0437734 |
| ENSG00000199107 |
MIR409 |
MI0001735 |
hsa-mir-409 |
5.909775e+01 |
0.2305035 |
0.0859769 |
2.6809932 |
0.0073404 |
0.0136722 |
| ENSG00000199109 |
MIR411 |
MI0003675 |
hsa-mir-411 |
7.943130e-01 |
0.6297968 |
0.2655664 |
2.3715228 |
0.0177150 |
0.0309853 |
| ENSG00000199121 |
MIR26B |
MI0000084 |
hsa-mir-26b |
7.825431e+01 |
-0.9932502 |
0.0664976 |
-14.9366433 |
0.0000000 |
0.0000000 |
| ENSG00000199122 |
MIR148B |
MI0000811 |
hsa-mir-148b |
2.766842e+02 |
-0.6009285 |
0.0520106 |
-11.5539534 |
0.0000000 |
0.0000000 |
| ENSG00000199127 |
MIR383 |
MI0000791 |
hsa-mir-383 |
2.727457e+00 |
-2.2805956 |
0.2086724 |
-10.9290689 |
0.0000000 |
0.0000000 |
| ENSG00000199130 |
MIR365A |
MI0000767 |
hsa-mir-365a |
1.205032e+01 |
-0.3834382 |
0.1346658 |
-2.8473324 |
0.0044087 |
0.0084371 |
| ENSG00000199132 |
MIR450A1 |
MI0001652 |
hsa-mir-450a-1 |
1.557265e+00 |
-1.6127196 |
0.2290192 |
-7.0418527 |
0.0000000 |
0.0000000 |
| ENSG00000199133 |
MIRLET7D |
MI0000065 |
hsa-let-7d |
1.742650e+01 |
-1.0863921 |
0.1478693 |
-7.3469761 |
0.0000000 |
0.0000000 |
| ENSG00000199135 |
MIR101-1 |
MI0000103 |
hsa-mir-101-1 |
1.164145e+01 |
-1.0912947 |
0.1050052 |
-10.3927635 |
0.0000000 |
0.0000000 |
| ENSG00000199143 |
MIR373 |
MI0000781 |
hsa-mir-373 |
5.795920e-01 |
-0.0316698 |
0.3435712 |
-0.0921784 |
0.9265563 |
0.9499149 |
| ENSG00000199150 |
MIRLET7G |
MI0000433 |
hsa-let-7g |
9.985931e+01 |
-2.0407724 |
0.1416976 |
-14.4023037 |
0.0000000 |
0.0000000 |
| ENSG00000199151 |
MIR337 |
MI0000806 |
hsa-mir-337 |
1.070916e-01 |
0.2337550 |
0.8928670 |
0.2618028 |
0.7934735 |
0.8623944 |
| ENSG00000199153 |
MIR30D |
MI0000255 |
hsa-mir-30d |
2.518498e+04 |
-0.3573679 |
0.0789831 |
-4.5246099 |
0.0000061 |
0.0000151 |
| ENSG00000199158 |
MIR96 |
MI0000098 |
hsa-mir-96 |
2.173366e-01 |
-1.1169041 |
0.6820402 |
-1.6375928 |
0.1015067 |
0.1552829 |
| ENSG00000199161 |
MIR126 |
MI0000471 |
hsa-mir-126 |
4.406282e+01 |
-0.1532051 |
0.1224787 |
-1.2508714 |
0.2109814 |
0.3028204 |
| ENSG00000199165 |
MIRLET7A1 |
MI0000060 |
hsa-let-7a-1 |
5.341140e+02 |
-1.9483052 |
0.1441857 |
-13.5124689 |
0.0000000 |
0.0000000 |
| ENSG00000199168 |
MIR374A |
MI0000782 |
hsa-mir-374a |
2.120080e+00 |
-2.8174864 |
0.3947619 |
-7.1371792 |
0.0000000 |
0.0000000 |
| ENSG00000199172 |
MIR331 |
MI0000812 |
hsa-mir-331 |
2.238225e+00 |
0.0212011 |
0.1628767 |
0.1301668 |
0.8964344 |
0.9327505 |
| ENSG00000199177 |
MIR31 |
MI0000089 |
hsa-mir-31 |
3.079823e+00 |
2.1548907 |
0.2359807 |
9.1316407 |
0.0000000 |
0.0000000 |
| ENSG00000199179 |
MIRLET7I |
MI0000434 |
hsa-let-7i |
4.363649e+01 |
1.4998139 |
0.0628197 |
23.8749028 |
0.0000000 |
0.0000000 |
| ENSG00000202560 |
MIR539 |
MI0003514 |
hsa-mir-539 |
8.509663e-01 |
0.0407908 |
0.2493058 |
0.1636174 |
0.8700323 |
0.9130662 |
| ENSG00000202566 |
MIR421 |
MI0003685 |
hsa-mir-421 |
2.950301e+01 |
1.4399248 |
0.1027400 |
14.0152354 |
0.0000000 |
0.0000000 |
| ENSG00000202569 |
MIR146B |
MI0003129 |
hsa-mir-146b |
1.049940e+04 |
-0.6493184 |
0.1556796 |
-4.1708630 |
0.0000303 |
0.0000705 |
| ENSG00000202601 |
MIR582 |
MI0003589 |
hsa-mir-582 |
1.020648e+01 |
-0.8701639 |
0.1346360 |
-6.4630834 |
0.0000000 |
0.0000000 |
| ENSG00000202609 |
MIR488 |
MI0003123 |
hsa-mir-488 |
9.767190e-02 |
0.3337741 |
0.8129818 |
0.4105555 |
0.6813985 |
0.7992807 |
| ENSG00000207547 |
MIR25 |
MI0000082 |
hsa-mir-25 |
1.124630e+01 |
-0.1750237 |
0.0970601 |
-1.8032518 |
0.0713487 |
0.1134142 |
| ENSG00000207548 |
MIR217 |
MI0000293 |
hsa-mir-217 |
5.927426e-01 |
-1.8879260 |
0.3950695 |
-4.7787192 |
0.0000018 |
0.0000045 |
| ENSG00000207550 |
MIR99B |
MI0000746 |
hsa-mir-99b |
2.836104e+01 |
1.6426643 |
0.0772099 |
21.2752937 |
0.0000000 |
0.0000000 |
| ENSG00000207562 |
MIR34C |
MI0000743 |
hsa-mir-34c |
8.935021e+00 |
3.6939112 |
0.1853385 |
19.9306188 |
0.0000000 |
0.0000000 |
| ENSG00000207563 |
MIR23B |
MI0000439 |
hsa-mir-23b |
6.720830e+03 |
-1.7574774 |
0.1035523 |
-16.9718839 |
0.0000000 |
0.0000000 |
| ENSG00000207568 |
MIR203A |
MI0000283 |
hsa-mir-203a |
7.742975e+00 |
-5.5636478 |
0.3527466 |
-15.7723651 |
0.0000000 |
0.0000000 |
| ENSG00000207569 |
MIR433 |
MI0001723 |
hsa-mir-433 |
7.332238e-01 |
0.3383103 |
0.2588513 |
1.3069677 |
0.1912237 |
0.2777296 |
| ENSG00000207571 |
MIR615 |
MI0003628 |
hsa-mir-615 |
3.390781e-01 |
2.1952916 |
0.5446990 |
4.0302839 |
0.0000557 |
0.0001264 |
| ENSG00000207573 |
MIR550A2 |
MI0003601 |
hsa-mir-550a-2 |
2.220755e+00 |
0.2601136 |
0.1864451 |
1.3951215 |
0.1629792 |
0.2388404 |
| ENSG00000207573 |
MIR550A2 |
MI0016687 |
hsa-mir-550b-2 |
2.220755e+00 |
0.2601136 |
0.1864451 |
1.3951215 |
0.1629792 |
0.2388404 |
| ENSG00000207581 |
MIR199B |
MI0000282 |
hsa-mir-199b |
9.326562e+02 |
2.7231322 |
0.0737803 |
36.9086521 |
0.0000000 |
0.0000000 |
| ENSG00000207582 |
MIR30B |
MI0000441 |
hsa-mir-30b |
5.035915e+01 |
-1.0943273 |
0.0881531 |
-12.4139370 |
0.0000000 |
0.0000000 |
| ENSG00000207585 |
MIR181D |
MI0003139 |
hsa-mir-181d |
1.432272e+02 |
2.2487205 |
0.0688634 |
32.6547851 |
0.0000000 |
0.0000000 |
| ENSG00000207586 |
MIR135A2 |
MI0000453 |
hsa-mir-135a-2 |
1.997773e-01 |
-0.7450973 |
0.7006661 |
-1.0634128 |
0.2875948 |
0.3918842 |
| ENSG00000207589 |
MIR508 |
MI0003195 |
hsa-mir-508 |
2.098861e-01 |
1.3621537 |
0.5359728 |
2.5414605 |
0.0110390 |
0.0199520 |
| ENSG00000207590 |
MIR215 |
MI0000291 |
hsa-mir-215 |
1.623940e+00 |
3.1104238 |
0.2617982 |
11.8809993 |
0.0000000 |
0.0000000 |
| ENSG00000207595 |
MIR181A2 |
MI0000269 |
hsa-mir-181a-2 |
3.453778e+03 |
-0.3293327 |
0.1012691 |
-3.2520565 |
0.0011457 |
0.0022915 |
| ENSG00000207597 |
MIR490 |
MI0003125 |
hsa-mir-490 |
6.315455e+00 |
-4.3895567 |
0.2635384 |
-16.6562341 |
0.0000000 |
0.0000000 |
| ENSG00000207600 |
MIR598 |
MI0003610 |
hsa-mir-598 |
2.292802e+00 |
0.3532471 |
0.2078129 |
1.6998323 |
0.0891625 |
0.1385710 |
| ENSG00000207605 |
MIR191 |
MI0000465 |
hsa-mir-191 |
5.868001e+03 |
-1.5761651 |
0.1106381 |
-14.2461371 |
0.0000000 |
0.0000000 |
| ENSG00000207607 |
MIR200A |
MI0000737 |
hsa-mir-200a |
1.065219e+01 |
-3.6781685 |
0.1822199 |
-20.1853331 |
0.0000000 |
0.0000000 |
| ENSG00000207608 |
MIR127 |
MI0000472 |
hsa-mir-127 |
7.990732e+01 |
0.7637838 |
0.0819577 |
9.3192389 |
0.0000000 |
0.0000000 |
| ENSG00000207609 |
MIR491 |
MI0003126 |
hsa-mir-491 |
2.367152e+00 |
0.8564288 |
0.2014465 |
4.2513951 |
0.0000212 |
0.0000506 |
| ENSG00000207611 |
MIR149 |
MI0000478 |
hsa-mir-149 |
8.148629e+01 |
2.1654199 |
0.0843078 |
25.6847072 |
0.0000000 |
0.0000000 |
| ENSG00000207613 |
MIR181C |
MI0000271 |
hsa-mir-181c |
7.744487e+01 |
0.7302786 |
0.1075508 |
6.7900809 |
0.0000000 |
0.0000000 |
| ENSG00000207614 |
MIR193A |
MI0000487 |
hsa-mir-193a |
1.999136e+00 |
0.5118653 |
0.1625618 |
3.1487436 |
0.0016397 |
0.0032136 |
| ENSG00000207615 |
MIR515-2 |
MI0003144 |
hsa-mir-515-1 |
4.679061e+00 |
5.7381517 |
0.2869688 |
19.9957365 |
0.0000000 |
0.0000000 |
| ENSG00000207615 |
MIR515-2 |
MI0003147 |
hsa-mir-515-2 |
4.679061e+00 |
5.7381517 |
0.2869688 |
19.9957365 |
0.0000000 |
0.0000000 |
| ENSG00000207616 |
MIR515-1 |
MI0003144 |
hsa-mir-515-1 |
4.679061e+00 |
5.7381517 |
0.2869688 |
19.9957365 |
0.0000000 |
0.0000000 |
| ENSG00000207616 |
MIR515-1 |
MI0003147 |
hsa-mir-515-2 |
4.679061e+00 |
5.7381517 |
0.2869688 |
19.9957365 |
0.0000000 |
0.0000000 |
| ENSG00000207617 |
MIR3074 |
MI0014181 |
hsa-mir-3074 |
9.094640e+00 |
-1.0114199 |
0.1074888 |
-9.4095396 |
0.0000000 |
0.0000000 |
| ENSG00000207619 |
MIR585 |
MI0003592 |
hsa-mir-585 |
1.118633e+00 |
3.3252407 |
0.3053415 |
10.8902354 |
0.0000000 |
0.0000000 |
| ENSG00000207620 |
MIR516A2 |
MI0003181 |
hsa-mir-516a-2 |
7.411675e-01 |
3.1337796 |
0.3741599 |
8.3755090 |
0.0000000 |
0.0000000 |
| ENSG00000207624 |
MIR194-1 |
MI0000488 |
hsa-mir-194-1 |
2.868974e+01 |
-1.3041349 |
0.1138054 |
-11.4593456 |
0.0000000 |
0.0000000 |
| ENSG00000207625 |
MIR128-2 |
MI0000727 |
hsa-mir-128-2 |
6.417321e-01 |
1.0532552 |
0.2943843 |
3.5778242 |
0.0003465 |
0.0007416 |
| ENSG00000207628 |
MIR651 |
MI0003666 |
hsa-mir-651 |
6.921230e-02 |
-0.1590564 |
0.8682047 |
-0.1832015 |
0.8546399 |
NA |
| ENSG00000207630 |
MIR7-3 |
MI0000265 |
hsa-mir-7-3 |
1.728629e+01 |
1.1871465 |
0.1448955 |
8.1931202 |
0.0000000 |
0.0000000 |
| ENSG00000207631 |
MIR641 |
MI0003656 |
hsa-mir-641 |
1.859290e+01 |
0.2040460 |
0.0785940 |
2.5962022 |
0.0094261 |
0.0172281 |
| ENSG00000207633 |
MIR505 |
MI0003190 |
hsa-mir-505 |
4.754409e+01 |
-1.6624167 |
0.0805587 |
-20.6360947 |
0.0000000 |
0.0000000 |
| ENSG00000207635 |
MIR499A |
MI0003183 |
hsa-mir-499a |
1.944161e+00 |
-0.6693174 |
0.2346852 |
-2.8519793 |
0.0043448 |
0.0083475 |
| ENSG00000207638 |
MIR99A |
MI0000101 |
hsa-mir-99a |
8.887816e+01 |
-1.7598886 |
0.1545615 |
-11.3863289 |
0.0000000 |
0.0000000 |
| ENSG00000207639 |
MIR193B |
MI0003137 |
hsa-mir-193b |
4.150770e+02 |
0.0972550 |
0.0775228 |
1.2545331 |
0.2096483 |
0.3017946 |
| ENSG00000207647 |
MIR153-1 |
MI0000463 |
hsa-mir-153-1 |
7.160378e-01 |
0.4907763 |
0.3124831 |
1.5705690 |
0.1162828 |
0.1767788 |
| ENSG00000207649 |
MIR138-2 |
MI0000455 |
hsa-mir-138-2 |
1.731769e+00 |
-2.4009806 |
0.2929376 |
-8.1962176 |
0.0000000 |
0.0000000 |
| ENSG00000207651 |
MIR28 |
MI0000086 |
hsa-mir-28 |
9.007287e+01 |
-0.6118035 |
0.0477529 |
-12.8118637 |
0.0000000 |
0.0000000 |
| ENSG00000207654 |
MIR128-1 |
MI0000447 |
hsa-mir-128-1 |
4.525647e+00 |
-0.1114266 |
0.1587838 |
-0.7017504 |
0.4828348 |
0.6136026 |
| ENSG00000207656 |
MIR489 |
MI0003124 |
hsa-mir-489 |
2.929505e-01 |
1.7415692 |
0.4882937 |
3.5666429 |
0.0003616 |
0.0007705 |
| ENSG00000207691 |
MIR183 |
MI0000273 |
hsa-mir-183 |
1.358448e+01 |
1.6850724 |
0.1622913 |
10.3830092 |
0.0000000 |
0.0000000 |
| ENSG00000207692 |
MIR592 |
MI0003604 |
hsa-mir-592 |
6.394240e-02 |
-0.1680918 |
0.7929651 |
-0.2119788 |
0.8321236 |
NA |
| ENSG00000207695 |
MIR184 |
MI0000481 |
hsa-mir-184 |
2.323103e-01 |
-0.0284429 |
0.6972719 |
-0.0407917 |
0.9674619 |
0.9732307 |
| ENSG00000207696 |
MIR659 |
MI0003683 |
hsa-mir-659 |
3.056259e-01 |
-1.0376194 |
0.3912898 |
-2.6517927 |
0.0080066 |
0.0147442 |
| ENSG00000207698 |
MIR32 |
MI0000090 |
hsa-mir-32 |
3.141375e-01 |
-0.6866091 |
0.3540948 |
-1.9390548 |
0.0524947 |
0.0865453 |
| ENSG00000207703 |
MIR7-2 |
MI0000264 |
hsa-mir-7-2 |
1.750451e+01 |
1.2077187 |
0.1443605 |
8.3659938 |
0.0000000 |
0.0000000 |
| ENSG00000207708 |
MIR141 |
MI0000457 |
hsa-mir-141 |
6.209106e-01 |
-1.1842135 |
0.3233980 |
-3.6617840 |
0.0002505 |
0.0005408 |
| ENSG00000207712 |
MIR627 |
MI0003641 |
hsa-mir-627 |
1.325179e-01 |
-0.1314515 |
0.6410819 |
-0.2050463 |
0.8375360 |
0.8963104 |
| ENSG00000207713 |
MIR200C |
MI0000650 |
hsa-mir-200c |
3.635743e+00 |
-1.9537244 |
0.2324637 |
-8.4044296 |
0.0000000 |
0.0000000 |
| ENSG00000207717 |
MIR551B |
MI0003575 |
hsa-mir-551b |
2.118366e-01 |
1.3985251 |
0.5808491 |
2.4077253 |
0.0160523 |
0.0283822 |
| ENSG00000207721 |
MIR186 |
MI0000483 |
hsa-mir-186 |
4.138329e+02 |
-1.4971181 |
0.1121635 |
-13.3476379 |
0.0000000 |
0.0000000 |
| ENSG00000207725 |
MIR222 |
MI0000299 |
hsa-mir-222 |
2.530688e+03 |
4.1775587 |
0.1046481 |
39.9200708 |
0.0000000 |
0.0000000 |
| ENSG00000207726 |
MIR455 |
MI0003513 |
hsa-mir-455 |
2.221397e+01 |
-4.1648401 |
0.1300151 |
-32.0335074 |
0.0000000 |
0.0000000 |
| ENSG00000207730 |
MIR200B |
MI0000342 |
hsa-mir-200b |
4.253994e+02 |
-2.3452747 |
0.1136660 |
-20.6330407 |
0.0000000 |
0.0000000 |
| ENSG00000207732 |
MIR218-1 |
MI0000294 |
hsa-mir-218-1 |
1.048096e+01 |
2.5676312 |
0.1484730 |
17.2935934 |
0.0000000 |
0.0000000 |
| ENSG00000207737 |
MIR181B2 |
MI0000683 |
hsa-mir-181b-2 |
1.130008e+03 |
0.4162619 |
0.0550457 |
7.5621092 |
0.0000000 |
0.0000000 |
| ENSG00000207739 |
MIR218-2 |
MI0000295 |
hsa-mir-218-2 |
9.494956e+00 |
2.5629108 |
0.1585912 |
16.1604887 |
0.0000000 |
0.0000000 |
| ENSG00000207741 |
MIR590 |
MI0003602 |
hsa-mir-590 |
1.029416e-01 |
-0.1460537 |
0.8743440 |
-0.1670437 |
0.8673356 |
0.9121978 |
| ENSG00000207743 |
MIR495 |
MI0003135 |
hsa-mir-495 |
4.367160e-01 |
-1.3360874 |
0.4083574 |
-3.2718577 |
0.0010684 |
0.0021457 |
| ENSG00000207744 |
MIR10B |
MI0000267 |
hsa-mir-10b |
5.689926e+03 |
4.3392284 |
0.1188101 |
36.5223921 |
0.0000000 |
0.0000000 |
| ENSG00000207749 |
MIR299 |
MI0000744 |
hsa-mir-299 |
1.127982e-01 |
0.2468591 |
0.8209789 |
0.3006887 |
0.7636519 |
0.8513365 |
| ENSG00000207751 |
|
|
|
4.365225e-01 |
-1.3608654 |
0.2909392 |
-4.6774911 |
0.0000029 |
0.0000074 |
| ENSG00000207752 |
MIR199A1 |
MI0000242 |
hsa-mir-199a-1 |
1.584371e+03 |
-0.1496634 |
0.0586920 |
-2.5499813 |
0.0107729 |
0.0195433 |
| ENSG00000207754 |
MIR487B |
MI0003530 |
hsa-mir-487b |
8.500780e-01 |
0.3095882 |
0.2559753 |
1.2094455 |
0.2264918 |
0.3213023 |
| ENSG00000207755 |
MIR450A2 |
MI0003187 |
hsa-mir-450a-2 |
1.467968e+00 |
-1.5118375 |
0.2337695 |
-6.4672140 |
0.0000000 |
0.0000000 |
| ENSG00000207756 |
MIR580 |
MI0003587 |
hsa-mir-580 |
1.587927e-01 |
0.4692692 |
0.6644218 |
0.7062821 |
0.4800127 |
0.6116089 |
| ENSG00000207757 |
MIR93 |
MI0000095 |
hsa-mir-93 |
4.178210e+02 |
-0.2245371 |
0.0502206 |
-4.4710171 |
0.0000078 |
0.0000193 |
| ENSG00000207758 |
MIR532 |
MI0003205 |
hsa-mir-532 |
2.060325e+01 |
0.3099612 |
0.0742584 |
4.1740891 |
0.0000299 |
0.0000699 |
| ENSG00000207759 |
MIR181A1 |
MI0000289 |
hsa-mir-181a-1 |
3.451886e+03 |
-0.3285215 |
0.1012048 |
-3.2461057 |
0.0011700 |
0.0023304 |
| ENSG00000207761 |
MIR329-1 |
MI0001725 |
hsa-mir-329-1 |
6.603850e-02 |
0.3794899 |
1.0754446 |
0.3528680 |
0.7241874 |
NA |
| ENSG00000207762 |
MIR329-2 |
MI0001726 |
hsa-mir-329-2 |
6.603850e-02 |
0.3794899 |
1.0754446 |
0.3528680 |
0.7241874 |
NA |
| ENSG00000207767 |
MIR516A1 |
MI0003180 |
hsa-mir-516a-1 |
7.411675e-01 |
3.1337796 |
0.3741599 |
8.3755090 |
0.0000000 |
0.0000000 |
| ENSG00000207768 |
MIR188 |
MI0000484 |
hsa-mir-188 |
4.910920e-02 |
0.1907168 |
0.9167811 |
0.2080287 |
0.8352065 |
NA |
| ENSG00000207771 |
MIR550A1 |
MI0003600 |
hsa-mir-550a-1 |
2.220755e+00 |
0.2601136 |
0.1864451 |
1.3951215 |
0.1629792 |
0.2388404 |
| ENSG00000207771 |
MIR550A1 |
MI0016686 |
hsa-mir-550b-1 |
2.220755e+00 |
0.2601136 |
0.1864451 |
1.3951215 |
0.1629792 |
0.2388404 |
| ENSG00000207773 |
MIR642A |
MI0003657 |
hsa-mir-642a |
8.071870e-02 |
0.4966375 |
1.0609342 |
0.4681134 |
0.6397035 |
0.7577071 |
| ENSG00000207778 |
MIR3591 |
MI0017383 |
hsa-mir-122b |
3.150181e+03 |
-10.2751376 |
0.2460942 |
-41.7528627 |
0.0000000 |
0.0000000 |
| ENSG00000207779 |
MIR15B |
MI0000438 |
hsa-mir-15b |
6.915766e-01 |
0.4805096 |
0.2901627 |
1.6560009 |
0.0977216 |
0.1509119 |
| ENSG00000207781 |
MIR625 |
MI0003639 |
hsa-mir-625 |
7.616673e-01 |
1.0983869 |
0.3993460 |
2.7504642 |
0.0059511 |
0.0111697 |
| ENSG00000207782 |
MIR150 |
MI0000479 |
hsa-mir-150 |
6.718673e+00 |
1.3173072 |
0.1212861 |
10.8611573 |
0.0000000 |
0.0000000 |
| ENSG00000207784 |
MIR542 |
MI0003686 |
hsa-mir-542 |
3.178374e+00 |
-1.4249419 |
0.1742424 |
-8.1779303 |
0.0000000 |
0.0000000 |
| ENSG00000207785 |
MIR500A |
MI0003184 |
hsa-mir-500a |
1.407797e+02 |
-0.5386795 |
0.0739684 |
-7.2825657 |
0.0000000 |
0.0000000 |
| ENSG00000207789 |
MIR26A2 |
MI0000750 |
hsa-mir-26a-2 |
7.454242e+02 |
-0.6896171 |
0.0911234 |
-7.5679433 |
0.0000000 |
0.0000000 |
| ENSG00000207797 |
MIR187 |
MI0000274 |
hsa-mir-187 |
1.741731e+00 |
-2.6041988 |
0.2277856 |
-11.4326751 |
0.0000000 |
0.0000000 |
| ENSG00000207798 |
MIR216A |
MI0000292 |
hsa-mir-216a |
3.522001e-01 |
-1.2369801 |
0.4825721 |
-2.5633063 |
0.0103681 |
0.0188791 |
| ENSG00000207799 |
MIR520G |
MI0003166 |
hsa-mir-520g |
2.983678e-01 |
1.8420987 |
0.5462379 |
3.3723377 |
0.0007453 |
0.0015477 |
| ENSG00000207800 |
MIR504 |
MI0003189 |
hsa-mir-504 |
6.075329e+00 |
2.9848314 |
0.1707275 |
17.4830144 |
0.0000000 |
0.0000000 |
| ENSG00000207805 |
MIR483 |
MI0002467 |
hsa-mir-483 |
9.848860e+00 |
-3.5775530 |
0.1534164 |
-23.3192270 |
0.0000000 |
0.0000000 |
| ENSG00000207808 |
MIR27A |
MI0000085 |
hsa-mir-27a |
2.855053e+00 |
1.5010960 |
0.2060002 |
7.2868684 |
0.0000000 |
0.0000000 |
| ENSG00000207811 |
MIR34B |
MI0000742 |
hsa-mir-34b |
1.375811e+00 |
3.3605262 |
0.2604339 |
12.9035661 |
0.0000000 |
0.0000000 |
| ENSG00000207813 |
MIR605 |
MI0003618 |
hsa-mir-605 |
9.414260e-02 |
0.5160198 |
0.9255793 |
0.5575101 |
0.5771790 |
0.6971865 |
| ENSG00000207820 |
MIR545 |
MI0003516 |
hsa-mir-545 |
6.545861e-01 |
0.1190037 |
0.3169800 |
0.3754298 |
0.7073409 |
0.8141093 |
| ENSG00000207827 |
MIR30A |
MI0000088 |
hsa-mir-30a |
3.539226e+04 |
0.3476951 |
0.0836474 |
4.1566770 |
0.0000323 |
0.0000747 |
| ENSG00000207863 |
MIR125B2 |
MI0000470 |
hsa-mir-125b-2 |
1.925192e+02 |
-0.0454940 |
0.0527664 |
-0.8621767 |
0.3885903 |
0.5138060 |
| ENSG00000207864 |
MIR27B |
MI0000440 |
hsa-mir-27b |
4.611657e+01 |
-0.8347076 |
0.0637239 |
-13.0988189 |
0.0000000 |
0.0000000 |
| ENSG00000207870 |
MIR221 |
MI0000298 |
hsa-mir-221 |
2.400779e+02 |
1.8632925 |
0.0730348 |
25.5123917 |
0.0000000 |
0.0000000 |
| ENSG00000207924 |
MIR196A2 |
MI0000279 |
hsa-mir-196a-2 |
2.465694e+00 |
4.0735877 |
0.4314517 |
9.4415841 |
0.0000000 |
0.0000000 |
| ENSG00000207925 |
MIR516B2 |
MI0003167 |
hsa-mir-516b-2 |
4.324355e-01 |
2.3809508 |
0.5145120 |
4.6275908 |
0.0000037 |
0.0000093 |
| ENSG00000207926 |
MIR135A1 |
MI0000452 |
hsa-mir-135a-1 |
2.274348e-01 |
-0.9920104 |
0.6036162 |
-1.6434456 |
0.1002908 |
0.1539053 |
| ENSG00000207933 |
MIR9-1 |
MI0000466 |
hsa-mir-9-1 |
2.566341e+00 |
-2.5547276 |
0.3167592 |
-8.0652031 |
0.0000000 |
0.0000000 |
| ENSG00000207934 |
MIR654 |
MI0003676 |
hsa-mir-654 |
1.113449e+00 |
-0.1177107 |
0.2324476 |
-0.5063968 |
0.6125781 |
0.7344917 |
| ENSG00000207935 |
MIR204 |
MI0000284 |
hsa-mir-204 |
2.592594e+02 |
2.6084733 |
0.1831065 |
14.2456589 |
0.0000000 |
0.0000000 |
| ENSG00000207938 |
MIR511 |
MI0003127 |
hsa-mir-511 |
3.623372e-01 |
-0.0315151 |
0.3970891 |
-0.0793653 |
0.9367421 |
0.9517337 |
| ENSG00000207942 |
MIR136 |
MI0000475 |
hsa-mir-136 |
1.514806e+00 |
-1.4503739 |
0.2880199 |
-5.0356719 |
0.0000005 |
0.0000012 |
| ENSG00000207944 |
MIR574 |
MI0003581 |
hsa-mir-574 |
1.587535e+00 |
-0.0368051 |
0.2436192 |
-0.1510764 |
0.8799155 |
0.9175187 |
| ENSG00000207946 |
MIR516B1 |
MI0003172 |
hsa-mir-516b-1 |
3.850437e+00 |
5.5900538 |
0.2658970 |
21.0233843 |
0.0000000 |
0.0000000 |
| ENSG00000207947 |
MIR152 |
MI0000462 |
hsa-mir-152 |
1.961742e+01 |
-0.0568210 |
0.0757240 |
-0.7503696 |
0.4530321 |
0.5826483 |
| ENSG00000207948 |
MIR328 |
MI0000804 |
hsa-mir-328 |
3.123698e+00 |
2.3684173 |
0.1659406 |
14.2726848 |
0.0000000 |
0.0000000 |
| ENSG00000207954 |
MIR138-1 |
MI0000476 |
hsa-mir-138-1 |
2.145584e+00 |
-2.4724898 |
0.2730203 |
-9.0560665 |
0.0000000 |
0.0000000 |
| ENSG00000207956 |
MIR579 |
MI0003586 |
hsa-mir-579 |
1.449169e-01 |
-0.1036931 |
0.5714021 |
-0.1814713 |
0.8559976 |
0.9070276 |
| ENSG00000207960 |
MIR153-2 |
MI0000464 |
hsa-mir-153-2 |
8.374067e-01 |
0.6612287 |
0.2774335 |
2.3833769 |
0.0171546 |
0.0301131 |
| ENSG00000207962 |
MIR30C1 |
MI0000736 |
hsa-mir-30c-1 |
1.691508e+04 |
0.1583596 |
0.0847514 |
1.8685196 |
0.0616897 |
0.0990742 |
| ENSG00000207965 |
MIR629 |
MI0003643 |
hsa-mir-629 |
2.426578e-01 |
0.0907668 |
0.4662792 |
0.1946619 |
0.8456577 |
0.9030218 |
| ENSG00000207970 |
MIR660 |
MI0003684 |
hsa-mir-660 |
8.938730e+01 |
-0.1309884 |
0.0527178 |
-2.4847095 |
0.0129657 |
0.0232620 |
| ENSG00000207971 |
MIR125B1 |
MI0000446 |
hsa-mir-125b-1 |
1.019648e+02 |
-0.6884549 |
0.1052727 |
-6.5397264 |
0.0000000 |
0.0000000 |
| ENSG00000207973 |
MIR589 |
MI0003599 |
hsa-mir-589 |
1.697035e+01 |
0.9455275 |
0.0816565 |
11.5793278 |
0.0000000 |
0.0000000 |
| ENSG00000207975 |
MIR181B1 |
MI0000270 |
hsa-mir-181b-1 |
1.118538e+03 |
0.4320880 |
0.0560464 |
7.7094664 |
0.0000000 |
0.0000000 |
| ENSG00000207978 |
MIR154 |
MI0000480 |
hsa-mir-154 |
5.800227e-01 |
1.5232919 |
0.3000060 |
5.0775379 |
0.0000004 |
0.0000010 |
| ENSG00000207980 |
MIR23A |
MI0000079 |
hsa-mir-23a |
6.432416e+01 |
1.5328534 |
0.0616285 |
24.8724954 |
0.0000000 |
0.0000000 |
| ENSG00000207982 |
MIR548B |
MI0003596 |
hsa-mir-548b |
9.017930e-02 |
-0.4803840 |
0.8416539 |
-0.5707619 |
0.5681610 |
0.6914279 |
| ENSG00000207988 |
MIR576 |
MI0003583 |
hsa-mir-576 |
2.953744e+00 |
-2.4335581 |
0.2368458 |
-10.2748620 |
0.0000000 |
0.0000000 |
| ENSG00000207989 |
MIR493 |
MI0003132 |
hsa-mir-493 |
1.650402e-01 |
0.3599123 |
0.6182577 |
0.5821396 |
0.5604727 |
0.6854904 |
| ENSG00000207990 |
MIR182 |
MI0000272 |
hsa-mir-182 |
1.343169e+03 |
2.5727762 |
0.1501800 |
17.1312784 |
0.0000000 |
0.0000000 |
| ENSG00000207993 |
MIR134 |
MI0000474 |
hsa-mir-134 |
5.407015e+00 |
0.6075986 |
0.1201575 |
5.0566865 |
0.0000004 |
0.0000011 |
| ENSG00000207994 |
MIR100 |
MI0000102 |
hsa-mir-100 |
2.002330e+02 |
-2.6565489 |
0.2311588 |
-11.4923110 |
0.0000000 |
0.0000000 |
| ENSG00000207996 |
MIR301A |
MI0000745 |
hsa-mir-301a |
3.992094e+01 |
0.0694605 |
0.1192427 |
0.5825133 |
0.5602210 |
0.6854904 |
| ENSG00000208000 |
MIR509-1 |
MI0003196 |
hsa-mir-509-1 |
1.301818e+00 |
2.3854400 |
0.2969577 |
8.0329279 |
0.0000000 |
0.0000000 |
| ENSG00000208000 |
MIR509-1 |
MI0005530 |
hsa-mir-509-2 |
1.301818e+00 |
2.3854400 |
0.2969577 |
8.0329279 |
0.0000000 |
0.0000000 |
| ENSG00000208001 |
MIR431 |
MI0001721 |
hsa-mir-431 |
1.826952e+00 |
0.3645063 |
0.2095121 |
1.7397864 |
0.0818965 |
0.1289210 |
| ENSG00000208005 |
MIR503 |
MI0003188 |
hsa-mir-503 |
5.620056e-01 |
-1.0902394 |
0.2971579 |
-3.6688888 |
0.0002436 |
0.0005307 |
| ENSG00000208006 |
MIR16-1 |
MI0000070 |
hsa-mir-16-1 |
8.199415e+01 |
-0.6634486 |
0.0945040 |
-7.0203248 |
0.0000000 |
0.0000000 |
| ENSG00000208008 |
MIR125A |
MI0000469 |
hsa-mir-125a |
6.786775e+03 |
1.4966374 |
0.0670454 |
22.3227470 |
0.0000000 |
0.0000000 |
| ENSG00000208009 |
MIR130A |
MI0000448 |
hsa-mir-130a |
5.332753e+01 |
-2.2195149 |
0.2203982 |
-10.0704757 |
0.0000000 |
0.0000000 |
| ENSG00000208012 |
MIRLET7F2 |
MI0000068 |
hsa-let-7f-2 |
2.279075e+02 |
-1.4325398 |
0.1574225 |
-9.0999675 |
0.0000000 |
0.0000000 |
| ENSG00000208013 |
MIR652 |
MI0003667 |
hsa-mir-652 |
5.623671e+00 |
1.5908722 |
0.1490311 |
10.6747667 |
0.0000000 |
0.0000000 |
| ENSG00000208014 |
MIR653 |
MI0003674 |
hsa-mir-653 |
1.088908e-01 |
0.9261898 |
0.8871432 |
1.0440139 |
0.2964789 |
0.4007804 |
| ENSG00000208015 |
MIR362 |
MI0000762 |
hsa-mir-362 |
6.756657e+01 |
-1.4436032 |
0.1052963 |
-13.7099083 |
0.0000000 |
0.0000000 |
| ENSG00000208017 |
MIR140 |
MI0000456 |
hsa-mir-140 |
4.572458e+02 |
0.3451342 |
0.0503188 |
6.8589472 |
0.0000000 |
0.0000000 |
| ENSG00000208022 |
MIR618 |
MI0003632 |
hsa-mir-618 |
1.138412e+00 |
-3.2830825 |
0.5742814 |
-5.7168531 |
0.0000000 |
0.0000000 |
| ENSG00000208023 |
MIR185 |
MI0000482 |
hsa-mir-185 |
2.183361e+00 |
-1.2722417 |
0.1704217 |
-7.4652578 |
0.0000000 |
0.0000000 |
| ENSG00000208024 |
MIR199A2 |
MI0000281 |
hsa-mir-199a-2 |
1.594614e+03 |
-0.1396430 |
0.0589884 |
-2.3672964 |
0.0179186 |
0.0312295 |
| ENSG00000208027 |
MIR485 |
MI0002469 |
hsa-mir-485 |
3.472631e+00 |
0.8531036 |
0.1552975 |
5.4933486 |
0.0000000 |
0.0000001 |
| ENSG00000208028 |
MIR616 |
MI0003629 |
hsa-mir-616 |
1.156903e+00 |
0.2338453 |
0.2178383 |
1.0734813 |
0.2830552 |
0.3869215 |
| ENSG00000208036 |
MIR106B |
MI0000734 |
hsa-mir-106b |
8.312315e+00 |
0.0662216 |
0.0834018 |
0.7940069 |
0.4271914 |
0.5559184 |
| ENSG00000208037 |
MIR320A |
|
|
8.415348e+02 |
0.5868885 |
0.0570895 |
10.2801381 |
0.0000000 |
0.0000000 |
| ENSG00000211137 |
MIR190A |
MI0000486 |
hsa-mir-190a |
1.427590e+02 |
2.7253937 |
0.1064346 |
25.6062781 |
0.0000000 |
0.0000000 |
| ENSG00000211514 |
MIR454 |
MI0003820 |
hsa-mir-454 |
1.539288e+02 |
0.6722912 |
0.0583194 |
11.5277420 |
0.0000000 |
0.0000000 |
| ENSG00000211520 |
MIR216B |
MI0005569 |
hsa-mir-216b |
7.873500e-02 |
-0.2454122 |
0.8291771 |
-0.2959708 |
0.7672524 |
0.8513365 |
| ENSG00000211538 |
MIR501 |
MI0003185 |
hsa-mir-501 |
6.041084e+01 |
-0.5621192 |
0.0700182 |
-8.0281841 |
0.0000000 |
0.0000000 |
| ENSG00000211543 |
MIR320B1 |
|
|
3.219530e+00 |
2.1245724 |
0.2004760 |
10.5976389 |
0.0000000 |
0.0000000 |
| ENSG00000211563 |
MIR3065 |
MI0014228 |
hsa-mir-3065 |
1.513361e+01 |
-1.6948742 |
0.1253704 |
-13.5189378 |
0.0000000 |
0.0000000 |
| ENSG00000211568 |
MIR670 |
MI0003933 |
hsa-mir-670 |
1.324506e-01 |
0.9061796 |
0.8357114 |
1.0843212 |
0.2782224 |
0.3824579 |
| ENSG00000211574 |
MIR770 |
MI0005118 |
hsa-mir-770 |
2.221510e-01 |
0.1319560 |
0.4738243 |
0.2784915 |
0.7806351 |
0.8544751 |
| ENSG00000211575 |
MIR760 |
MI0005567 |
hsa-mir-760 |
4.337561e-01 |
1.2578038 |
0.4043843 |
3.1104170 |
0.0018682 |
0.0036468 |
| ENSG00000211578 |
MIR766 |
MI0003836 |
hsa-mir-766 |
2.359565e-01 |
-0.5110624 |
0.4204296 |
-1.2155719 |
0.2241481 |
0.3192739 |
| ENSG00000211580 |
MIR769 |
MI0003834 |
hsa-mir-769 |
2.698245e+00 |
-0.4196476 |
0.2023572 |
-2.0737962 |
0.0380982 |
0.0641101 |
| ENSG00000211582 |
MIR758 |
MI0003757 |
hsa-mir-758 |
1.059159e+00 |
0.5881122 |
0.2900508 |
2.0276178 |
0.0425993 |
0.0711933 |
| ENSG00000211583 |
MIR767 |
MI0003763 |
hsa-mir-767 |
1.257051e-01 |
1.0264931 |
1.1995712 |
0.8557167 |
0.3921545 |
0.5158259 |
| ENSG00000211590 |
MIR802 |
MI0003906 |
hsa-mir-802 |
4.025638e-01 |
-1.9809849 |
0.6035554 |
-3.2821925 |
0.0010300 |
0.0020771 |
| ENSG00000211591 |
MIR762 |
MI0003892 |
hsa-mir-762 |
2.940148e-01 |
1.3202785 |
0.4114924 |
3.2085127 |
0.0013342 |
0.0026361 |
| ENSG00000211991 |
MIR676 |
MI0016436 |
hsa-mir-676 |
5.404620e-02 |
0.0156390 |
0.7811563 |
0.0200203 |
0.9840271 |
NA |
| ENSG00000211997 |
MIR708 |
MI0005543 |
hsa-mir-708 |
6.786051e+01 |
4.9015912 |
0.1219643 |
40.1887246 |
0.0000000 |
0.0000000 |
| ENSG00000212013 |
MIR509-2 |
MI0005530 |
hsa-mir-509-2 |
1.301818e+00 |
2.3854400 |
0.2969577 |
8.0329279 |
0.0000000 |
0.0000000 |
| ENSG00000212014 |
MIR509-3 |
MI0005717 |
hsa-mir-509-3 |
1.276839e+00 |
2.3503863 |
0.3000152 |
7.8342254 |
0.0000000 |
0.0000000 |
| ENSG00000212017 |
MIR548U |
MI0014168 |
hsa-mir-548u |
9.878570e-02 |
0.0983839 |
1.1098738 |
0.0886443 |
0.9293646 |
0.9507198 |
| ENSG00000212024 |
MIR550A3 |
MI0003762 |
hsa-mir-550a-3 |
6.850810e-02 |
0.1247995 |
0.8116958 |
0.1537515 |
0.8778056 |
NA |
| ENSG00000212027 |
MIR374B |
MI0005566 |
hsa-mir-374b |
4.681758e+00 |
-1.4488619 |
0.2578643 |
-5.6186994 |
0.0000000 |
0.0000001 |
| ENSG00000212027 |
MIR374B |
MI0016684 |
hsa-mir-374c |
4.681758e+00 |
-1.4488619 |
0.2578643 |
-5.6186994 |
0.0000000 |
0.0000001 |
| ENSG00000212040 |
MIR543 |
MI0005565 |
hsa-mir-543 |
2.479691e-01 |
-0.8033339 |
0.4692643 |
-1.7119006 |
0.0869150 |
0.1356675 |
| ENSG00000212102 |
MIR301B |
MI0005568 |
hsa-mir-301b |
3.139726e+00 |
-3.2471158 |
0.3737653 |
-8.6875795 |
0.0000000 |
0.0000000 |
| ENSG00000215930 |
MIR942 |
MI0005767 |
hsa-mir-942 |
2.352989e-01 |
0.1855233 |
0.4567812 |
0.4061536 |
0.6846298 |
0.7992807 |
| ENSG00000215938 |
MIR190B |
MI0005545 |
hsa-mir-190b |
1.327470e-01 |
0.2013300 |
0.5409124 |
0.3722045 |
0.7097406 |
0.8149492 |
| ENSG00000215939 |
MIR873 |
MI0005564 |
hsa-mir-873 |
9.432970e-02 |
0.0893716 |
0.9316876 |
0.0959244 |
0.9235806 |
0.9499149 |
| ENSG00000216001 |
MIR450B |
MI0005531 |
hsa-mir-450b |
1.895840e+00 |
-1.7580624 |
0.3304106 |
-5.3208409 |
0.0000001 |
0.0000003 |
| ENSG00000216005 |
MIR888 |
MI0005537 |
hsa-mir-888 |
3.708870e-02 |
-0.1083169 |
1.4481364 |
-0.0747974 |
0.9403759 |
NA |
| ENSG00000216009 |
MIR874 |
MI0005532 |
hsa-mir-874 |
1.108002e+02 |
-0.7070176 |
0.0877935 |
-8.0531891 |
0.0000000 |
0.0000000 |
| ENSG00000216058 |
MIR944 |
MI0005769 |
hsa-mir-944 |
5.637635e-01 |
-0.6169467 |
0.3605026 |
-1.7113514 |
0.0870163 |
0.1356675 |
| ENSG00000216077 |
MIR887 |
MI0005562 |
hsa-mir-887 |
1.114436e+02 |
2.0590248 |
0.0981820 |
20.9715082 |
0.0000000 |
0.0000000 |
| ENSG00000216101 |
MIR877 |
MI0005561 |
hsa-mir-877 |
7.009417e+00 |
1.0665528 |
0.1526929 |
6.9849557 |
0.0000000 |
0.0000000 |
| ENSG00000216135 |
MIR885 |
MI0005560 |
hsa-mir-885 |
5.436763e+00 |
-5.4161971 |
0.2351976 |
-23.0282818 |
0.0000000 |
0.0000000 |
| ENSG00000216141 |
MIR941-2 |
MI0005764 |
hsa-mir-941-2 |
3.702866e+02 |
-1.3407707 |
0.1107095 |
-12.1107124 |
0.0000000 |
0.0000000 |
| ENSG00000216141 |
MIR941-2 |
MI0005765 |
hsa-mir-941-3 |
3.702866e+02 |
-1.3407707 |
0.1107095 |
-12.1107124 |
0.0000000 |
0.0000000 |
| ENSG00000216141 |
MIR941-2 |
MI0005766 |
hsa-mir-941-4 |
3.702866e+02 |
-1.3407707 |
0.1107095 |
-12.1107124 |
0.0000000 |
0.0000000 |
| ENSG00000216141 |
MIR941-2 |
MI0031520 |
hsa-mir-941-5 |
3.702866e+02 |
-1.3407707 |
0.1107095 |
-12.1107124 |
0.0000000 |
0.0000000 |
| ENSG00000216179 |
MIR541 |
MI0005539 |
hsa-mir-541 |
1.797887e-01 |
1.0312481 |
0.7352312 |
1.4026175 |
0.1607309 |
0.2369689 |
| ENSG00000216195 |
MIR941-4 |
MI0005764 |
hsa-mir-941-2 |
3.702925e+02 |
-1.3408028 |
0.1107049 |
-12.1115011 |
0.0000000 |
0.0000000 |
| ENSG00000216195 |
MIR941-4 |
MI0005765 |
hsa-mir-941-3 |
3.702925e+02 |
-1.3408028 |
0.1107049 |
-12.1115011 |
0.0000000 |
0.0000000 |
| ENSG00000216195 |
MIR941-4 |
MI0005766 |
hsa-mir-941-4 |
3.702925e+02 |
-1.3408028 |
0.1107049 |
-12.1115011 |
0.0000000 |
0.0000000 |
| ENSG00000216195 |
MIR941-4 |
MI0031520 |
hsa-mir-941-5 |
3.702925e+02 |
-1.3408028 |
0.1107049 |
-12.1115011 |
0.0000000 |
0.0000000 |
| ENSG00000221052 |
MIR1266 |
MI0006403 |
hsa-mir-1266 |
9.850241e-01 |
1.0242099 |
0.2496918 |
4.1018958 |
0.0000410 |
0.0000939 |
| ENSG00000221063 |
MIR1296 |
MI0003780 |
hsa-mir-1296 |
2.816056e+00 |
-1.7746229 |
0.2219062 |
-7.9971755 |
0.0000000 |
0.0000000 |
| ENSG00000221120 |
MIR1224 |
MI0003764 |
hsa-mir-1224 |
1.087044e-01 |
0.6768933 |
0.8661539 |
0.7814931 |
0.4345125 |
0.5624459 |
| ENSG00000221184 |
|
|
|
2.372507e+00 |
1.3816727 |
0.2043938 |
6.7598556 |
0.0000000 |
0.0000000 |
| ENSG00000221203 |
MIR1262 |
MI0006397 |
hsa-mir-1262 |
7.024020e-02 |
0.0716662 |
0.8457150 |
0.0847404 |
0.9324678 |
NA |
| ENSG00000221214 |
MIR548E |
MI0006344 |
hsa-mir-548e |
4.708138e-01 |
-0.3813806 |
0.3011348 |
-1.2664780 |
0.2053420 |
0.2973498 |
| ENSG00000221240 |
MIR1258 |
MI0006392 |
hsa-mir-1258 |
2.156558e-01 |
-0.7508978 |
0.7587038 |
-0.9897115 |
0.3223152 |
0.4345022 |
| ENSG00000221265 |
MIR1255A |
MI0006389 |
hsa-mir-1255a |
1.058995e-01 |
-0.0650123 |
0.7534382 |
-0.0862875 |
0.9312379 |
0.9507198 |
| ENSG00000221288 |
MIR663B |
MI0006336 |
hsa-mir-663b |
1.605342e+00 |
0.1001386 |
0.3420891 |
0.2927268 |
0.7697310 |
0.8513365 |
| ENSG00000221333 |
MIR548K |
MI0006354 |
hsa-mir-548k |
3.283740e-02 |
-0.0496332 |
1.1071787 |
-0.0448285 |
0.9642440 |
NA |
| ENSG00000221365 |
MIR1228 |
MI0006318 |
hsa-mir-1228 |
3.571178e-01 |
1.4135558 |
0.4083879 |
3.4613067 |
0.0005376 |
0.0011307 |
| ENSG00000221390 |
MIR1295A |
MI0006357 |
hsa-mir-1295a |
1.770446e+00 |
-3.8079197 |
0.2556403 |
-14.8956177 |
0.0000000 |
0.0000000 |
| ENSG00000221394 |
MIR1229 |
MI0006319 |
hsa-mir-1229 |
1.762344e+00 |
0.9280871 |
0.2096250 |
4.4273687 |
0.0000095 |
0.0000235 |
| ENSG00000221406 |
MIR320B2 |
|
|
3.621795e+00 |
1.9978464 |
0.1829711 |
10.9189168 |
0.0000000 |
0.0000000 |
| ENSG00000221445 |
MIR1301 |
MI0003815 |
hsa-mir-1301 |
1.723462e+02 |
0.6110291 |
0.1166340 |
5.2388577 |
0.0000002 |
0.0000004 |
| ENSG00000221463 |
MIR1277 |
MI0006419 |
hsa-mir-1277 |
1.918129e-01 |
0.8981483 |
0.5670849 |
1.5837985 |
0.1132396 |
0.1726904 |
| ENSG00000221464 |
MIR1271 |
MI0003814 |
hsa-mir-1271 |
2.560774e+00 |
1.0445540 |
0.1939098 |
5.3868030 |
0.0000001 |
0.0000002 |
| ENSG00000221502 |
MIR1245A |
MI0006380 |
hsa-mir-1245a |
1.178773e-01 |
0.6893095 |
0.6552166 |
1.0520330 |
0.2927844 |
0.3968855 |
| ENSG00000221502 |
MIR1245A |
MI0017431 |
hsa-mir-1245b |
1.178773e-01 |
0.6893095 |
0.6552166 |
1.0520330 |
0.2927844 |
0.3968855 |
| ENSG00000221540 |
MIR1180 |
MI0006273 |
hsa-mir-1180 |
1.687908e-01 |
0.9374073 |
0.6109235 |
1.5344104 |
0.1249287 |
0.1881642 |
| ENSG00000221552 |
MIR1303 |
MI0006370 |
hsa-mir-1303 |
4.796579e-01 |
-1.4670205 |
0.3438251 |
-4.2667642 |
0.0000198 |
0.0000477 |
| ENSG00000221585 |
MIR1226 |
MI0006313 |
hsa-mir-1226 |
4.218071e-01 |
1.4718909 |
0.4002646 |
3.6772945 |
0.0002357 |
0.0005158 |
| ENSG00000221656 |
MIR1225 |
MI0006311 |
hsa-mir-1225 |
2.733585e-01 |
1.2994910 |
0.4888926 |
2.6580298 |
0.0078599 |
0.0145289 |
| ENSG00000221760 |
MIR548J |
MI0006345 |
hsa-mir-548j |
1.082542e+00 |
-1.0769396 |
0.2594379 |
-4.1510503 |
0.0000331 |
0.0000762 |
| ENSG00000221792 |
MIR1282 |
MI0006429 |
hsa-mir-1282 |
1.434352e-01 |
0.0385050 |
0.8877436 |
0.0433740 |
0.9654034 |
0.9732307 |
| ENSG00000222071 |
MIR1915 |
MI0008336 |
hsa-mir-1915 |
2.300405e-01 |
0.2146660 |
0.6082541 |
0.3529217 |
0.7241472 |
0.8237385 |
| ENSG00000222532 |
MIR1468 |
MI0003782 |
hsa-mir-1468 |
1.214816e-01 |
-0.4459546 |
0.5403356 |
-0.8253289 |
0.4091849 |
0.5353411 |
| ENSG00000223109 |
MIR1538 |
MI0007259 |
hsa-mir-1538 |
3.837849e-01 |
1.0089060 |
0.3785277 |
2.6653423 |
0.0076910 |
0.0142708 |
| ENSG00000238517 |
MIR1270 |
MI0006407 |
hsa-mir-1270 |
1.422468e+00 |
1.3254563 |
0.2252398 |
5.8846464 |
0.0000000 |
0.0000000 |
| ENSG00000238705 |
MIR1976 |
MI0009986 |
hsa-mir-1976 |
4.318988e-01 |
0.5372511 |
0.3629201 |
1.4803566 |
0.1387781 |
0.2071062 |
| ENSG00000239057 |
MIR500B |
MI0015903 |
hsa-mir-500b |
6.050853e+00 |
-0.5090151 |
0.1195471 |
-4.2578631 |
0.0000206 |
0.0000494 |
| ENSG00000251856 |
MIR449C |
MI0003823 |
hsa-mir-449c |
5.742671e-01 |
0.1244607 |
0.3273468 |
0.3802106 |
0.7037891 |
0.8119363 |
| ENSG00000251862 |
MIR1343 |
MI0017320 |
hsa-mir-1343 |
7.319695e-01 |
0.2783753 |
0.2884949 |
0.9649228 |
0.3345835 |
0.4485625 |
| ENSG00000252695 |
MIR2276 |
MI0011282 |
hsa-mir-2276 |
3.556613e-01 |
-0.7372932 |
0.3755161 |
-1.9634129 |
0.0495982 |
0.0826073 |
| ENSG00000253008 |
MIR2355 |
MI0015873 |
hsa-mir-2355 |
7.155442e-01 |
-0.4977158 |
0.2883640 |
-1.7259982 |
0.0843477 |
0.1323527 |
| ENSG00000253030 |
MIR2116 |
MI0010635 |
hsa-mir-2116 |
2.120965e-01 |
-0.0545814 |
0.5332685 |
-0.1023526 |
0.9184768 |
0.9496116 |
| ENSG00000254324 |
MIR151A |
MI0000809 |
hsa-mir-151a |
2.772828e+02 |
-0.9074192 |
0.0333100 |
-27.2416746 |
0.0000000 |
0.0000000 |
| ENSG00000263403 |
MIR4673 |
MI0017304 |
hsa-mir-4673 |
2.066055e-01 |
1.1737035 |
0.6242497 |
1.8801825 |
0.0600832 |
0.0977353 |
| ENSG00000263407 |
MIR4660 |
MI0017288 |
hsa-mir-4660 |
6.737680e-02 |
0.1247426 |
0.9742861 |
0.1280349 |
0.8981214 |
NA |
| ENSG00000263414 |
MIR3187 |
MI0014231 |
hsa-mir-3187 |
2.400752e-01 |
0.7912765 |
0.4418411 |
1.7908623 |
0.0733154 |
0.1157861 |
| ENSG00000263436 |
MIR3158-1 |
MI0014186 |
hsa-mir-3158-1 |
6.560150e-02 |
0.3225814 |
1.3582741 |
0.2374936 |
0.8122739 |
NA |
| ENSG00000263436 |
MIR3158-1 |
MI0014187 |
hsa-mir-3158-2 |
6.560150e-02 |
0.3225814 |
1.3582741 |
0.2374936 |
0.8122739 |
NA |
| ENSG00000263453 |
|
|
|
6.247681e+00 |
2.5438290 |
0.2618354 |
9.7153732 |
0.0000000 |
0.0000000 |
| ENSG00000263456 |
MIR5189 |
MI0018168 |
hsa-mir-5189 |
2.495045e-01 |
-0.2789086 |
0.4097396 |
-0.6806973 |
0.4960630 |
0.6239143 |
| ENSG00000263468 |
MIR3130-2 |
MI0014147 |
hsa-mir-3130-1 |
2.354737e-01 |
0.3996712 |
0.6677832 |
0.5985044 |
0.5495034 |
0.6788802 |
| ENSG00000263468 |
MIR3130-2 |
MI0014148 |
hsa-mir-3130-2 |
2.354737e-01 |
0.3996712 |
0.6677832 |
0.5985044 |
0.5495034 |
0.6788802 |
| ENSG00000263511 |
MIR5699 |
MI0019306 |
hsa-mir-5699 |
8.026370e-02 |
-0.3547225 |
0.7779367 |
-0.4559786 |
0.6484053 |
0.7661545 |
| ENSG00000263572 |
MIR7853 |
MI0025523 |
hsa-mir-7853 |
2.117589e+02 |
6.8833243 |
0.2022815 |
34.0284474 |
0.0000000 |
0.0000000 |
| ENSG00000263628 |
MIR3155A |
MI0014183 |
hsa-mir-3155a |
6.927970e-02 |
0.2966172 |
1.0701994 |
0.2771607 |
0.7816567 |
NA |
| ENSG00000263641 |
MIR4777 |
MI0017421 |
hsa-mir-4777 |
1.502110e-02 |
0.2109939 |
1.8912112 |
0.1115655 |
0.9111679 |
NA |
| ENSG00000263642 |
MIR4802 |
MI0017450 |
hsa-mir-4802 |
2.780843e-01 |
-0.7540230 |
0.3874776 |
-1.9459782 |
0.0516574 |
0.0854535 |
| ENSG00000263735 |
MIR4662B |
MI0017293 |
hsa-mir-4662b |
1.301092e-01 |
-0.4298901 |
0.6148275 |
-0.6992045 |
0.4844243 |
0.6140235 |
| ENSG00000263744 |
MIR3664 |
MI0016065 |
hsa-mir-3664 |
1.428519e-01 |
-0.6618310 |
0.6029252 |
-1.0976999 |
0.2723356 |
0.3754230 |
| ENSG00000263813 |
MIR3679 |
MI0016080 |
hsa-mir-3679 |
2.553691e-01 |
0.2662535 |
0.5455648 |
0.4880327 |
0.6255267 |
0.7446194 |
| ENSG00000263816 |
MIR548AW |
MI0019283 |
hsa-mir-548aw |
1.883429e-01 |
0.6502887 |
0.5461860 |
1.1905995 |
0.2338109 |
0.3288176 |
| ENSG00000263963 |
|
|
|
1.194331e+01 |
-0.1745215 |
0.1613769 |
-1.0814529 |
0.2794957 |
0.3831290 |
| ENSG00000264063 |
|
|
|
2.766992e+00 |
-1.1094186 |
0.2808213 |
-3.9506213 |
0.0000779 |
0.0001761 |
| ENSG00000264073 |
MIR3199-1 |
MI0014247 |
hsa-mir-3199-1 |
8.503388e-01 |
1.4690811 |
0.2946063 |
4.9865913 |
0.0000006 |
0.0000016 |
| ENSG00000264073 |
MIR3199-1 |
MI0014248 |
hsa-mir-3199-2 |
8.503388e-01 |
1.4690811 |
0.2946063 |
4.9865913 |
0.0000006 |
0.0000016 |
| ENSG00000264089 |
MIR3681 |
MI0016082 |
hsa-mir-3681 |
4.241650e-02 |
0.0127373 |
1.0609610 |
0.0120054 |
0.9904213 |
NA |
| ENSG00000264141 |
MIR3928 |
MI0016438 |
hsa-mir-3928 |
1.043631e+00 |
1.0761275 |
0.2460898 |
4.3729062 |
0.0000123 |
0.0000301 |
| ENSG00000264157 |
MIR3127 |
MI0014144 |
hsa-mir-3127 |
6.194462e-01 |
-0.2811283 |
0.3443650 |
-0.8163673 |
0.4142901 |
0.5405710 |
| ENSG00000264158 |
MIR4670 |
MI0017301 |
hsa-mir-4670 |
8.443300e-02 |
0.4514410 |
1.0028187 |
0.4501721 |
0.6525863 |
0.7692322 |
| ENSG00000264249 |
MIR3912 |
MI0016416 |
hsa-mir-3912 |
6.248334e-01 |
-0.9351849 |
0.3075297 |
-3.0409581 |
0.0023583 |
0.0045488 |
| ENSG00000264268 |
MIR4767 |
MI0017408 |
hsa-mir-4767 |
1.068336e+00 |
1.6994779 |
0.2786946 |
6.0979933 |
0.0000000 |
0.0000000 |
| ENSG00000264292 |
MIR2467 |
MI0017432 |
hsa-mir-2467 |
2.972043e+00 |
-0.1241087 |
0.2049660 |
-0.6055089 |
0.5448409 |
0.6748284 |
| ENSG00000264297 |
MIR4433B |
MI0025511 |
hsa-mir-4433b |
8.743520e-02 |
0.5321882 |
1.0620091 |
0.5011145 |
0.6162906 |
0.7371318 |
| ENSG00000264357 |
MIR4648 |
MI0017275 |
hsa-mir-4648 |
2.581095e-01 |
1.3736231 |
0.5535223 |
2.4816040 |
0.0130793 |
0.0233798 |
| ENSG00000264405 |
MIR3913-1 |
MI0016417 |
hsa-mir-3913-1 |
6.776748e-01 |
0.5647227 |
0.3971139 |
1.4220672 |
0.1550068 |
0.2299188 |
| ENSG00000264405 |
MIR3913-1 |
MI0016418 |
hsa-mir-3913-2 |
6.776748e-01 |
0.5647227 |
0.3971139 |
1.4220672 |
0.1550068 |
0.2299188 |
| ENSG00000264462 |
MIR3648-2 |
MI0016048 |
hsa-mir-3648-1 |
8.422949e+00 |
-2.0520168 |
0.2484163 |
-8.2603966 |
0.0000000 |
0.0000000 |
| ENSG00000264462 |
MIR3648-2 |
MI0031512 |
hsa-mir-3648-2 |
8.422949e+00 |
-2.0520168 |
0.2484163 |
-8.2603966 |
0.0000000 |
0.0000000 |
| ENSG00000264500 |
MIR3124 |
MI0014140 |
hsa-mir-3124 |
9.474060e-02 |
-0.0718329 |
0.9247163 |
-0.0776811 |
0.9380818 |
0.9517337 |
| ENSG00000264571 |
MIR4529 |
MI0016896 |
hsa-mir-4529 |
1.225821e-01 |
0.6394846 |
0.9886249 |
0.6468424 |
0.5177339 |
0.6478312 |
| ENSG00000264574 |
|
|
|
2.371225e+00 |
1.3836790 |
0.2058500 |
6.7217829 |
0.0000000 |
0.0000000 |
| ENSG00000264585 |
MIR4449 |
MI0016792 |
hsa-mir-4449 |
6.370739e-01 |
0.2106056 |
0.3334623 |
0.6315725 |
0.5276662 |
0.6585707 |
| ENSG00000264607 |
MIR3173 |
MI0014204 |
hsa-mir-3173 |
2.788711e-01 |
1.1053169 |
0.4464390 |
2.4758519 |
0.0132919 |
0.0236731 |
| ENSG00000264614 |
MIR5588 |
MI0019147 |
hsa-mir-5588 |
4.058454e-01 |
-1.7424226 |
0.3213302 |
-5.4225301 |
0.0000001 |
0.0000002 |
| ENSG00000264621 |
MIR5591 |
MI0019151 |
hsa-mir-5591 |
4.594890e-02 |
0.1859863 |
1.7901652 |
0.1038934 |
0.9172540 |
NA |
| ENSG00000264661 |
MIR3200 |
MI0014249 |
hsa-mir-3200 |
1.060554e+00 |
1.1122042 |
0.2360734 |
4.7112644 |
0.0000025 |
0.0000063 |
| ENSG00000264725 |
MIR3129 |
MI0014146 |
hsa-mir-3129 |
4.470315e-01 |
1.2889097 |
0.3878157 |
3.3235108 |
0.0008889 |
0.0018227 |
| ENSG00000264732 |
MIR4638 |
MI0017265 |
hsa-mir-4638 |
4.448067e-01 |
0.7156138 |
0.3935745 |
1.8182421 |
0.0690271 |
0.1100825 |
| ENSG00000264737 |
MIR4511 |
MI0016877 |
hsa-mir-4511 |
4.028951e-01 |
1.0651960 |
0.4061855 |
2.6224375 |
0.0087303 |
0.0160165 |
| ENSG00000264755 |
MIR3131 |
MI0014151 |
hsa-mir-3131 |
1.121555e-01 |
-0.1538395 |
0.8259738 |
-0.1862523 |
0.8522469 |
0.9070276 |
| ENSG00000264773 |
MIR4420 |
MI0016757 |
hsa-mir-4420 |
7.819140e-02 |
0.6353385 |
1.1767965 |
0.5398882 |
0.5892742 |
0.7100390 |
| ENSG00000264796 |
MIR5009 |
MI0017877 |
hsa-mir-5009 |
9.359380e-02 |
0.3024659 |
0.7809918 |
0.3872843 |
0.6985457 |
0.8077970 |
| ENSG00000264803 |
MIR378C |
MI0015825 |
hsa-mir-378c |
3.873557e-01 |
1.0001746 |
0.3549239 |
2.8179975 |
0.0048324 |
0.0091760 |
| ENSG00000264857 |
MIR5696 |
MI0019303 |
hsa-mir-5696 |
3.400700e-01 |
0.0961073 |
0.3455834 |
0.2781018 |
0.7809342 |
0.8544751 |
| ENSG00000264864 |
MIR3613 |
MI0016003 |
hsa-mir-3613 |
5.100648e-01 |
0.1809049 |
0.3217536 |
0.5622467 |
0.5739479 |
0.6950040 |
| ENSG00000265075 |
MIR3622B |
MI0016014 |
hsa-mir-3622b |
1.223541e-01 |
0.2527691 |
0.9622869 |
0.2626754 |
0.7928008 |
0.8623944 |
| ENSG00000265083 |
MIR3691 |
MI0016092 |
hsa-mir-3691 |
8.474627e-01 |
0.9073997 |
0.2728100 |
3.3261235 |
0.0008806 |
0.0018133 |
| ENSG00000265092 |
MIR4484 |
MI0016845 |
hsa-mir-4484 |
1.145133e-01 |
-0.4072493 |
0.8639155 |
-0.4713994 |
0.6373555 |
0.7567628 |
| ENSG00000265134 |
MIR3190 |
MI0014235 |
hsa-mir-3190 |
3.911146e-01 |
1.1015103 |
0.3902433 |
2.8226245 |
0.0047632 |
0.0090799 |
| ENSG00000265134 |
MIR3190 |
MI0014236 |
hsa-mir-3191 |
3.911146e-01 |
1.1015103 |
0.3902433 |
2.8226245 |
0.0047632 |
0.0090799 |
| ENSG00000265144 |
MIR548AM |
MI0016904 |
hsa-mir-548am |
2.660380e-02 |
0.2005694 |
1.6474928 |
0.1217422 |
0.9031032 |
NA |
| ENSG00000265154 |
MIR151B |
MI0003772 |
hsa-mir-151b |
1.943832e+00 |
1.0015270 |
0.2375231 |
4.2165466 |
0.0000248 |
0.0000582 |
| ENSG00000265178 |
MIR4728 |
MI0017365 |
hsa-mir-4728 |
4.292245e+00 |
0.9252785 |
0.1721521 |
5.3747736 |
0.0000001 |
0.0000002 |
| ENSG00000265201 |
MIR4677 |
MI0017308 |
hsa-mir-4677 |
5.467168e-01 |
-1.3707339 |
0.3242192 |
-4.2277994 |
0.0000236 |
0.0000559 |
| ENSG00000265258 |
MIR4686 |
MI0017318 |
hsa-mir-4686 |
3.157961e+00 |
-4.6683177 |
0.2444595 |
-19.0964878 |
0.0000000 |
0.0000000 |
| ENSG00000265370 |
MIR4682 |
MI0017314 |
hsa-mir-4682 |
7.970750e-02 |
0.1035943 |
0.8524551 |
0.1215246 |
0.9032755 |
0.9378691 |
| ENSG00000265390 |
MIR4999 |
MI0017865 |
hsa-mir-4999 |
6.275480e-02 |
-0.0785538 |
0.9116626 |
-0.0861654 |
0.9313349 |
NA |
| ENSG00000265395 |
MIR3944 |
MI0016601 |
hsa-mir-3944 |
5.613558e-01 |
-1.4667029 |
0.3477495 |
-4.2177000 |
0.0000247 |
0.0000582 |
| ENSG00000265538 |
MIR4421 |
MI0016758 |
hsa-mir-4421 |
7.469158e-01 |
2.4462046 |
0.3041283 |
8.0433304 |
0.0000000 |
0.0000000 |
| ENSG00000265606 |
MIR4695 |
MI0017328 |
hsa-mir-4695 |
1.817674e-01 |
0.4786880 |
0.6729795 |
0.7112965 |
0.4769005 |
0.6092342 |
| ENSG00000265658 |
MIR3690 |
MI0016091 |
hsa-mir-3690-1 |
2.804515e+00 |
0.7418748 |
0.2253426 |
3.2922079 |
0.0009940 |
0.0020128 |
| ENSG00000265658 |
MIR3690 |
MI0023561 |
hsa-mir-3690-2 |
2.804515e+00 |
0.7418748 |
0.2253426 |
3.2922079 |
0.0009940 |
0.0020128 |
| ENSG00000265820 |
MIR3177 |
MI0014211 |
hsa-mir-3177 |
1.629799e-01 |
1.1245265 |
0.6720631 |
1.6732455 |
0.0942790 |
0.1460576 |
| ENSG00000265867 |
MIR4516 |
MI0016882 |
hsa-mir-4516 |
6.977726e-01 |
2.1251393 |
0.3829222 |
5.5497933 |
0.0000000 |
0.0000001 |
| ENSG00000265871 |
MIR3174 |
MI0014208 |
hsa-mir-3174 |
6.711768e-01 |
-1.1532224 |
0.3291896 |
-3.5032169 |
0.0004597 |
0.0009753 |
| ENSG00000265954 |
MIR4749 |
MI0017388 |
hsa-mir-4749 |
1.138767e-01 |
-0.1224970 |
0.7942714 |
-0.1542256 |
0.8774318 |
0.9170279 |
| ENSG00000265976 |
MIR4725 |
MI0017362 |
hsa-mir-4725 |
7.224390e-01 |
2.7034132 |
0.2851319 |
9.4812735 |
0.0000000 |
0.0000000 |
| ENSG00000266019 |
MIR3609 |
MI0015999 |
hsa-mir-3609 |
4.830887e+00 |
0.6888793 |
0.2228135 |
3.0917304 |
0.0019899 |
0.0038535 |
| ENSG00000266041 |
MIR4690 |
MI0017323 |
hsa-mir-4690 |
1.638278e-01 |
0.1305917 |
0.5738767 |
0.2275605 |
0.8199880 |
0.8802191 |
| ENSG00000266104 |
MIR4326 |
MI0015866 |
hsa-mir-4326 |
7.807566e+00 |
1.3840162 |
0.2047804 |
6.7585385 |
0.0000000 |
0.0000000 |
| ENSG00000266107 |
MIR4525 |
MI0016892 |
hsa-mir-4525 |
1.280602e-01 |
0.1268550 |
0.6976580 |
0.1818297 |
0.8557163 |
0.9070276 |
| ENSG00000266124 |
MIR5587 |
MI0019144 |
hsa-mir-5587 |
2.347373e-01 |
-0.4100914 |
0.4852887 |
-0.8450462 |
0.3980850 |
0.5222191 |
| ENSG00000266144 |
MIR4654 |
MI0017282 |
hsa-mir-4654 |
1.386272e-01 |
0.1983956 |
0.6872690 |
0.2886724 |
0.7728321 |
0.8513365 |
| ENSG00000266194 |
MIR4661 |
MI0017289 |
hsa-mir-4661 |
9.176280e-02 |
0.3112228 |
0.8668384 |
0.3590320 |
0.7195711 |
0.8204456 |
| ENSG00000266204 |
MIR5589 |
MI0019148 |
hsa-mir-5589 |
7.528995e+00 |
-5.9420668 |
0.2403550 |
-24.7220395 |
0.0000000 |
0.0000000 |
| ENSG00000266206 |
MIR3926-1 |
MI0016434 |
hsa-mir-3926-1 |
1.857794e-01 |
1.3514845 |
1.1268742 |
1.1993215 |
0.2304030 |
0.3249614 |
| ENSG00000266228 |
MIR3611 |
MI0016001 |
hsa-mir-3611 |
5.658900e-02 |
-0.1424701 |
1.0059070 |
-0.1416335 |
0.8873695 |
NA |
| ENSG00000266235 |
MIR3176 |
MI0014210 |
hsa-mir-3176 |
4.989935e-01 |
-0.9575728 |
0.3091386 |
-3.0975520 |
0.0019513 |
0.0037937 |
| ENSG00000266240 |
MIR5091 |
MI0017980 |
hsa-mir-5091 |
3.671444e-01 |
0.2662343 |
0.3486316 |
0.7636551 |
0.4450728 |
0.5745914 |
| ENSG00000266276 |
MIR4743 |
MI0017381 |
hsa-mir-4743 |
2.469513e-01 |
1.4929989 |
0.6684484 |
2.2335290 |
0.0255141 |
0.0438411 |
| ENSG00000266297 |
MIR744 |
MI0005559 |
hsa-mir-744 |
6.280277e+00 |
0.3358037 |
0.1209382 |
2.7766555 |
0.0054921 |
0.0103481 |
| ENSG00000266305 |
MIR4518 |
MI0016884 |
hsa-mir-4518 |
1.187797e-01 |
-0.2346592 |
0.8052251 |
-0.2914206 |
0.7707297 |
0.8513365 |
| ENSG00000266320 |
MIR3909 |
MI0016413 |
hsa-mir-3909 |
5.416894e-01 |
-0.5394704 |
0.2887473 |
-1.8683136 |
0.0617184 |
0.0990742 |
| ENSG00000266383 |
MIR5002 |
MI0017868 |
hsa-mir-5002 |
7.867324e-01 |
1.9979373 |
0.3107830 |
6.4287218 |
0.0000000 |
0.0000000 |
| ENSG00000266392 |
MIR4740 |
MI0017378 |
hsa-mir-4740 |
1.553286e-01 |
1.1616498 |
0.7731035 |
1.5025799 |
0.1329474 |
0.1996257 |
| ENSG00000266407 |
MIR3157 |
MI0014185 |
hsa-mir-3157 |
4.324540e-02 |
0.3017281 |
1.1670713 |
0.2585344 |
0.7959945 |
NA |
| ENSG00000266415 |
MIR4636 |
MI0017263 |
hsa-mir-4636 |
2.106022e-01 |
-0.1572429 |
0.4609605 |
-0.3411202 |
0.7330131 |
0.8318847 |
| ENSG00000266437 |
MIR4746 |
MI0017385 |
hsa-mir-4746 |
1.762742e-01 |
-0.1563204 |
0.4933751 |
-0.3168388 |
0.7513660 |
0.8448539 |
| ENSG00000266463 |
MIR3196 |
MI0014241 |
hsa-mir-3196 |
2.168419e-01 |
0.8049626 |
0.5414452 |
1.4866926 |
0.1370960 |
0.2052235 |
| ENSG00000266509 |
MIR3934 |
MI0016590 |
hsa-mir-3934 |
4.286337e-01 |
1.5288424 |
0.3934218 |
3.8860138 |
0.0001019 |
0.0002271 |
| ENSG00000266533 |
MIR3619 |
MI0016009 |
hsa-mir-3619 |
2.280430e-01 |
1.2439701 |
0.4951804 |
2.5121551 |
0.0119996 |
0.0216082 |
| ENSG00000266555 |
MIR3145 |
MI0014170 |
hsa-mir-3145 |
6.197290e-02 |
-0.3288653 |
0.9904803 |
-0.3320261 |
0.7398696 |
NA |
| ENSG00000266581 |
MIR3166 |
MI0014196 |
hsa-mir-3166 |
1.289334e-01 |
0.6942285 |
1.2085672 |
0.5744227 |
0.5656818 |
0.6901318 |
| ENSG00000266618 |
MIR4742 |
MI0017380 |
hsa-mir-4742 |
6.552202e-01 |
1.1048016 |
0.3179362 |
3.4749155 |
0.0005110 |
0.0010795 |
| ENSG00000266665 |
MIR4739 |
MI0017377 |
hsa-mir-4739 |
3.521466e-01 |
-1.3812337 |
0.5767507 |
-2.3948539 |
0.0166270 |
0.0292923 |
| ENSG00000266738 |
MIR4757 |
MI0017398 |
hsa-mir-4757 |
1.046934e-01 |
0.6238721 |
0.8348589 |
0.7472785 |
0.4548955 |
0.5826483 |
| ENSG00000266750 |
MIR4645 |
MI0017272 |
hsa-mir-4645 |
3.256034e+00 |
0.5885762 |
0.1766307 |
3.3322425 |
0.0008615 |
0.0017814 |
| ENSG00000266751 |
MIR3661 |
MI0016062 |
hsa-mir-3661 |
9.870870e-02 |
0.3578900 |
0.9238675 |
0.3873824 |
0.6984731 |
0.8077970 |
| ENSG00000266780 |
MIR4444-2 |
MI0016787 |
hsa-mir-4444-1 |
2.911395e-01 |
0.0749907 |
0.4240257 |
0.1768541 |
0.8596230 |
0.9080001 |
| ENSG00000266780 |
MIR4444-2 |
MI0019111 |
hsa-mir-4444-2 |
2.911395e-01 |
0.0749907 |
0.4240257 |
0.1768541 |
0.8596230 |
0.9080001 |
| ENSG00000267195 |
MIR212 |
MI0000288 |
hsa-mir-212 |
8.931464e+00 |
0.1650759 |
0.1349941 |
1.2228378 |
0.2213909 |
0.3168293 |
| ENSG00000267200 |
MIR132 |
MI0000449 |
hsa-mir-132 |
5.219926e-01 |
0.6722484 |
0.3074534 |
2.1865051 |
0.0287787 |
0.0487639 |
| ENSG00000267959 |
MIR3188 |
MI0014232 |
hsa-mir-3188 |
3.070066e-01 |
0.6087053 |
0.4313503 |
1.4111623 |
0.1581968 |
0.2339395 |
| ENSG00000271886 |
MIR98 |
MI0000100 |
hsa-mir-98 |
5.126683e+00 |
0.1552302 |
0.1412741 |
1.0987868 |
0.2718611 |
0.3754230 |
| ENSG00000272036 |
MIR139 |
MI0000261 |
hsa-mir-139 |
3.194065e+01 |
-1.2900171 |
0.1667085 |
-7.7381602 |
0.0000000 |
0.0000000 |
| ENSG00000272080 |
MIR502 |
MI0003186 |
hsa-mir-502 |
2.674063e+01 |
-0.0378040 |
0.0925822 |
-0.4083284 |
0.6830326 |
0.7992807 |
| ENSG00000272458 |
MIR432 |
MI0003133 |
hsa-mir-432 |
6.562413e+00 |
0.1912810 |
0.1234842 |
1.5490321 |
0.1213740 |
0.1839457 |
| ENSG00000272543 |
MIR4787 |
MI0017434 |
hsa-mir-4787 |
1.181972e+00 |
1.5538414 |
0.2450093 |
6.3419681 |
0.0000000 |
0.0000000 |
| ENSG00000198986 |
NA |
NA |
NA |
5.341622e+02 |
-1.8176068 |
0.1424054 |
-12.7636086 |
0.0000000 |
0.0000000 |
| ENSG00000199004 |
NA |
NA |
NA |
1.689113e+04 |
-0.7449311 |
0.0956978 |
-7.7842036 |
0.0000000 |
0.0000000 |
| ENSG00000199066 |
NA |
NA |
NA |
2.193820e+01 |
1.0540479 |
0.0696376 |
15.1361830 |
0.0000000 |
0.0000000 |
| ENSG00000199071 |
NA |
NA |
NA |
2.844617e+03 |
0.7724094 |
0.0863927 |
8.9406807 |
0.0000000 |
0.0000000 |
| ENSG00000199187 |
NA |
NA |
NA |
1.807447e+01 |
1.0983874 |
0.1405014 |
7.8176268 |
0.0000000 |
0.0000000 |
| ENSG00000207556 |
NA |
NA |
NA |
5.458855e-01 |
0.8081179 |
0.2989785 |
2.7029299 |
0.0068731 |
0.0128509 |
| ENSG00000207572 |
NA |
NA |
NA |
3.819333e+00 |
-0.7408443 |
0.2153832 |
-3.4396571 |
0.0005825 |
0.0012147 |
| ENSG00000207584 |
NA |
NA |
NA |
4.679666e+00 |
3.9204494 |
0.2639834 |
14.8511204 |
0.0000000 |
0.0000000 |
| ENSG00000207602 |
NA |
NA |
NA |
3.011050e+02 |
-1.4364583 |
0.0632087 |
-22.7256321 |
0.0000000 |
0.0000000 |
| ENSG00000207603 |
NA |
NA |
NA |
1.734336e+01 |
1.1772774 |
0.1429539 |
8.2353650 |
0.0000000 |
0.0000000 |
| ENSG00000207621 |
NA |
NA |
NA |
2.249897e+03 |
3.9562663 |
0.1219464 |
32.4426752 |
0.0000000 |
0.0000000 |
| ENSG00000207648 |
NA |
NA |
NA |
9.308555e+03 |
-7.5332857 |
0.1180982 |
-63.7883097 |
0.0000000 |
0.0000000 |
| ENSG00000207707 |
NA |
NA |
NA |
1.459420e-01 |
-0.6455252 |
0.6602361 |
-0.9777189 |
0.3282134 |
0.4412345 |
| ENSG00000207709 |
NA |
NA |
NA |
1.652830e+01 |
1.0366823 |
0.0919660 |
11.2724500 |
0.0000000 |
0.0000000 |
| ENSG00000207710 |
NA |
NA |
NA |
1.107868e+01 |
1.3863799 |
0.1249901 |
11.0919150 |
0.0000000 |
0.0000000 |
| ENSG00000207753 |
NA |
NA |
NA |
2.404487e+02 |
4.8745438 |
0.1165014 |
41.8410816 |
0.0000000 |
0.0000000 |
| ENSG00000207764 |
NA |
NA |
NA |
1.135874e+01 |
0.2852896 |
0.2409949 |
1.1837996 |
0.2364924 |
0.3316330 |
| ENSG00000207812 |
NA |
NA |
NA |
2.241959e+01 |
-4.1861988 |
0.2511885 |
-16.6655653 |
0.0000000 |
0.0000000 |
| ENSG00000207819 |
NA |
NA |
NA |
2.562719e+00 |
-2.5525060 |
0.3167797 |
-8.0576682 |
0.0000000 |
0.0000000 |
| ENSG00000207830 |
NA |
NA |
NA |
1.606825e-01 |
-0.4163606 |
0.6077906 |
-0.6850394 |
0.4933190 |
0.6236779 |
| ENSG00000207833 |
NA |
NA |
NA |
5.672800e-02 |
0.1283532 |
1.1443235 |
0.1121652 |
0.9106924 |
NA |
| ENSG00000207834 |
NA |
NA |
NA |
6.885590e-02 |
-0.1457301 |
1.0331530 |
-0.1410537 |
0.8878275 |
NA |
| ENSG00000207835 |
NA |
NA |
NA |
2.249693e-01 |
-0.6459103 |
0.5838994 |
-1.1062013 |
0.2686394 |
0.3724319 |
| ENSG00000207836 |
NA |
NA |
NA |
1.454431e-01 |
-0.4609513 |
0.7795237 |
-0.5913243 |
0.5543031 |
0.6830806 |
| ENSG00000207865 |
NA |
NA |
NA |
6.701266e+01 |
-1.5092764 |
0.1078266 |
-13.9972543 |
0.0000000 |
0.0000000 |
| ENSG00000207875 |
NA |
NA |
NA |
1.257906e+03 |
-0.2976167 |
0.0542384 |
-5.4871935 |
0.0000000 |
0.0000001 |
| ENSG00000207937 |
NA |
NA |
NA |
3.623372e-01 |
-0.0315151 |
0.3970891 |
-0.0793653 |
0.9367421 |
0.9517337 |
| ENSG00000207939 |
NA |
NA |
NA |
7.809775e+01 |
1.5202006 |
0.1167350 |
13.0226655 |
0.0000000 |
0.0000000 |
| ENSG00000207949 |
NA |
NA |
NA |
3.871255e+01 |
-1.1211352 |
0.0798219 |
-14.0454515 |
0.0000000 |
0.0000000 |
| ENSG00000207964 |
NA |
NA |
NA |
8.992883e+00 |
0.9276515 |
0.1095870 |
8.4649799 |
0.0000000 |
0.0000000 |
| ENSG00000208034 |
NA |
NA |
NA |
9.874529e+02 |
-0.9416570 |
0.0607476 |
-15.5011472 |
0.0000000 |
0.0000000 |
| ENSG00000208035 |
NA |
NA |
NA |
3.522832e+02 |
2.4382314 |
0.0659548 |
36.9682078 |
0.0000000 |
0.0000000 |
| ENSG00000211517 |
NA |
NA |
NA |
2.071508e+01 |
-0.1572062 |
0.1293995 |
-1.2148909 |
0.2244077 |
0.3192739 |
| ENSG00000211519 |
NA |
NA |
NA |
1.307287e-01 |
0.2448977 |
0.8077624 |
0.3031804 |
0.7617524 |
0.8513365 |
| ENSG00000215946 |
NA |
NA |
NA |
1.737871e+00 |
0.3431676 |
0.2843906 |
1.2066770 |
0.2275566 |
0.3218771 |
| ENSG00000215996 |
NA |
NA |
NA |
7.384380e-02 |
-0.4096197 |
0.8973518 |
-0.4564762 |
0.6480476 |
NA |
| ENSG00000216133 |
NA |
NA |
NA |
1.267814e+00 |
0.3451951 |
0.2517247 |
1.3713197 |
0.1702753 |
0.2487855 |
| ENSG00000221011 |
NA |
NA |
NA |
8.402710e-02 |
-0.2405204 |
1.0611988 |
-0.2266497 |
0.8206961 |
0.8802191 |
| ENSG00000221027 |
NA |
NA |
NA |
8.402710e-02 |
-0.2405204 |
1.0611988 |
-0.2266497 |
0.8206961 |
0.8802191 |
| ENSG00000221035 |
NA |
NA |
NA |
1.504472e+02 |
2.8372072 |
0.1416232 |
20.0334924 |
0.0000000 |
0.0000000 |
| ENSG00000221062 |
NA |
NA |
NA |
1.004316e+00 |
0.4530965 |
0.2746989 |
1.6494297 |
0.0990596 |
0.1524956 |
| ENSG00000221147 |
NA |
NA |
NA |
1.422468e+00 |
1.3254563 |
0.2252398 |
5.8846464 |
0.0000000 |
0.0000000 |
| ENSG00000221181 |
NA |
NA |
NA |
2.302840e-01 |
-0.1588231 |
0.5003705 |
-0.3174110 |
0.7509317 |
0.8448539 |
| ENSG00000221366 |
NA |
NA |
NA |
1.513153e-01 |
0.0091962 |
0.5899075 |
0.0155892 |
0.9875621 |
0.9895900 |
| ENSG00000221391 |
NA |
NA |
NA |
5.502308e+00 |
-0.5620369 |
0.2020520 |
-2.7816449 |
0.0054084 |
0.0102299 |
| ENSG00000221419 |
NA |
NA |
NA |
2.536630e-01 |
-0.7847944 |
0.6755422 |
-1.1617253 |
0.2453471 |
0.3420839 |
| ENSG00000221423 |
NA |
NA |
NA |
4.594115e+00 |
-0.4881924 |
0.2123108 |
-2.2994235 |
0.0214809 |
0.0373049 |
| ENSG00000221542 |
NA |
NA |
NA |
1.638410e-02 |
0.1507879 |
1.6289684 |
0.0925665 |
0.9262480 |
NA |
| ENSG00000221566 |
NA |
NA |
NA |
1.092646e-01 |
0.2817269 |
0.7073876 |
0.3982639 |
0.6904357 |
0.8038601 |
| ENSG00000221714 |
NA |
NA |
NA |
8.402710e-02 |
-0.2405204 |
1.0611988 |
-0.2266497 |
0.8206961 |
0.8802191 |
| ENSG00000221755 |
NA |
NA |
NA |
2.849675e-01 |
-0.4880505 |
0.4596115 |
-1.0618763 |
0.2882918 |
0.3918842 |
| ENSG00000221767 |
NA |
NA |
NA |
8.807458e+01 |
-0.2582109 |
0.0683797 |
-3.7761341 |
0.0001593 |
0.0003501 |
| ENSG00000221802 |
NA |
NA |
NA |
7.639676e-01 |
1.0821995 |
0.2525954 |
4.2843199 |
0.0000183 |
0.0000443 |
| ENSG00000222548 |
NA |
NA |
NA |
1.121784e-01 |
0.6302771 |
0.7210832 |
0.8740698 |
0.3820802 |
0.5080522 |
| ENSG00000222730 |
NA |
NA |
NA |
7.950660e-02 |
-0.2699341 |
1.1125259 |
-0.2426318 |
0.8082907 |
0.8765463 |
| ENSG00000238621 |
NA |
NA |
NA |
5.171504e+00 |
0.5334218 |
0.1543755 |
3.4553518 |
0.0005496 |
0.0011510 |
| ENSG00000238638 |
NA |
NA |
NA |
2.196610e-01 |
-0.0280734 |
0.6155349 |
-0.0456082 |
0.9636226 |
0.9732307 |
| ENSG00000238648 |
NA |
NA |
NA |
5.127974e+00 |
0.5161347 |
0.1556714 |
3.3155391 |
0.0009147 |
0.0018676 |
| ENSG00000238742 |
NA |
NA |
NA |
8.902014e+00 |
-0.0514405 |
0.1054269 |
-0.4879259 |
0.6256023 |
0.7446194 |
| ENSG00000239070 |
NA |
NA |
NA |
2.143549e-01 |
-0.0591666 |
0.6321105 |
-0.0936016 |
0.9254256 |
0.9499149 |
| ENSG00000239594 |
NA |
NA |
NA |
2.525140e-01 |
1.2201297 |
0.5017702 |
2.4316502 |
0.0150302 |
0.0266718 |
| ENSG00000239776 |
NA |
NA |
NA |
4.411805e+01 |
0.0924130 |
0.1181739 |
0.7820086 |
0.4342095 |
0.5624459 |
| ENSG00000241781 |
NA |
NA |
NA |
4.395672e+01 |
0.5470219 |
0.1402165 |
3.9012662 |
0.0000957 |
0.0002152 |
| ENSG00000251725 |
NA |
NA |
NA |
1.022808e+01 |
1.3496469 |
0.1123944 |
12.0081303 |
0.0000000 |
0.0000000 |
| ENSG00000251966 |
NA |
NA |
NA |
1.143201e+00 |
-0.1249122 |
0.3829388 |
-0.3261935 |
0.7442779 |
0.8427091 |
| ENSG00000252584 |
NA |
NA |
NA |
1.926021e+00 |
-1.3413670 |
0.2420107 |
-5.5425947 |
0.0000000 |
0.0000001 |
| ENSG00000263378 |
NA |
NA |
NA |
5.178754e-01 |
0.7386806 |
0.3368459 |
2.1929335 |
0.0283122 |
0.0483089 |
| ENSG00000263530 |
NA |
NA |
NA |
1.419913e-01 |
-0.0598672 |
0.6238795 |
-0.0959595 |
0.9235527 |
0.9499149 |
| ENSG00000263721 |
NA |
NA |
NA |
2.913928e-01 |
0.0717984 |
0.4233058 |
0.1696136 |
0.8653140 |
0.9120372 |
| ENSG00000263791 |
NA |
NA |
NA |
1.411409e-01 |
0.3261816 |
0.6215301 |
0.5248041 |
0.5997194 |
0.7208450 |
| ENSG00000263900 |
NA |
NA |
NA |
4.547329e-01 |
-0.4573124 |
0.3644543 |
-1.2547868 |
0.2095562 |
0.3017946 |
| ENSG00000263980 |
NA |
NA |
NA |
2.804515e+00 |
0.7418748 |
0.2253426 |
3.2922079 |
0.0009940 |
0.0020128 |
| ENSG00000264021 |
NA |
NA |
NA |
4.772393e-01 |
0.1428407 |
0.3865493 |
0.3695277 |
0.7117345 |
0.8153202 |
| ENSG00000264048 |
NA |
NA |
NA |
6.949188e+00 |
3.5654486 |
0.2162364 |
16.4886625 |
0.0000000 |
0.0000000 |
| ENSG00000264052 |
NA |
NA |
NA |
1.469440e-01 |
0.1303521 |
0.8461351 |
0.1540559 |
0.8775657 |
0.9170279 |
| ENSG00000264077 |
NA |
NA |
NA |
5.170515e-01 |
-1.5644865 |
0.3371722 |
-4.6400219 |
0.0000035 |
0.0000088 |
| ENSG00000264103 |
NA |
NA |
NA |
2.096582e-01 |
1.0239565 |
0.5621118 |
1.8216244 |
0.0685120 |
0.1096192 |
| ENSG00000264106 |
NA |
NA |
NA |
8.402710e-02 |
-0.2405204 |
1.0611988 |
-0.2266497 |
0.8206961 |
0.8802191 |
| ENSG00000264147 |
NA |
NA |
NA |
4.389933e-01 |
1.6796135 |
0.4150203 |
4.0470637 |
0.0000519 |
0.0001183 |
| ENSG00000264208 |
NA |
NA |
NA |
2.380266e-01 |
0.0407380 |
0.3875371 |
0.1051204 |
0.9162803 |
0.9493520 |
| ENSG00000264302 |
NA |
NA |
NA |
8.776870e-02 |
0.5581882 |
0.9585118 |
0.5823488 |
0.5603317 |
0.6854904 |
| ENSG00000264326 |
NA |
NA |
NA |
9.293800e-02 |
0.2693262 |
0.8563749 |
0.3144957 |
0.7531446 |
0.8449070 |
| ENSG00000264338 |
NA |
NA |
NA |
1.267793e+01 |
-0.0668248 |
0.1630435 |
-0.4098589 |
0.6819094 |
0.7992807 |
| ENSG00000264355 |
NA |
NA |
NA |
3.416922e+01 |
0.1017277 |
0.1507155 |
0.6749652 |
0.4996979 |
0.6268704 |
| ENSG00000264594 |
NA |
NA |
NA |
7.956990e-02 |
0.5701406 |
0.9222713 |
0.6181918 |
0.5364489 |
0.6661249 |
| ENSG00000264624 |
NA |
NA |
NA |
4.964858e+01 |
0.0999517 |
0.1161640 |
0.8604363 |
0.3895486 |
0.5138060 |
| ENSG00000264652 |
NA |
NA |
NA |
2.171987e-01 |
0.9932846 |
0.4884084 |
2.0337175 |
0.0419801 |
0.0703996 |
| ENSG00000264759 |
NA |
NA |
NA |
1.080608e-01 |
-0.1737289 |
0.6366689 |
-0.2728717 |
0.7849518 |
0.8569497 |
| ENSG00000264839 |
NA |
NA |
NA |
2.090406e+00 |
-0.9826028 |
0.2277928 |
-4.3135815 |
0.0000161 |
0.0000390 |
| ENSG00000264882 |
NA |
NA |
NA |
6.781392e-01 |
-0.3873580 |
0.2937979 |
-1.3184504 |
0.1873529 |
0.2729200 |
| ENSG00000264919 |
NA |
NA |
NA |
1.277195e+00 |
3.0137915 |
0.2442762 |
12.3376395 |
0.0000000 |
0.0000000 |
| ENSG00000264944 |
NA |
NA |
NA |
4.437514e-01 |
0.9140987 |
0.4069842 |
2.2460301 |
0.0247021 |
0.0427469 |
| ENSG00000265039 |
NA |
NA |
NA |
7.699600e-02 |
0.0411229 |
1.0664959 |
0.0385589 |
0.9692421 |
0.9732307 |
| ENSG00000265072 |
NA |
NA |
NA |
2.896611e-01 |
-0.3801654 |
0.3956271 |
-0.9609186 |
0.3365931 |
0.4500204 |
| ENSG00000265238 |
NA |
NA |
NA |
2.090985e+00 |
-0.6426357 |
0.2006665 |
-3.2025067 |
0.0013624 |
0.0026808 |
| ENSG00000265314 |
NA |
NA |
NA |
2.001014e-01 |
-1.0230225 |
0.5712140 |
-1.7909620 |
0.0732994 |
0.1157861 |
| ENSG00000265329 |
NA |
NA |
NA |
2.097229e-01 |
0.2456501 |
0.6725038 |
0.3652768 |
0.7149048 |
0.8170340 |
| ENSG00000265438 |
NA |
NA |
NA |
1.358781e+00 |
-2.7639450 |
0.2713795 |
-10.1847955 |
0.0000000 |
0.0000000 |
| ENSG00000265455 |
NA |
NA |
NA |
1.318700e-01 |
0.0006456 |
0.6618905 |
0.0009753 |
0.9992218 |
0.9992218 |
| ENSG00000265573 |
NA |
NA |
NA |
1.378932e+00 |
3.3157191 |
0.2736621 |
12.1161061 |
0.0000000 |
0.0000000 |
| ENSG00000265611 |
NA |
NA |
NA |
8.945369e-01 |
1.0136285 |
0.2828143 |
3.5840778 |
0.0003383 |
0.0007272 |
| ENSG00000265649 |
NA |
NA |
NA |
6.666452e-01 |
0.0878854 |
0.2956414 |
0.2972702 |
0.7662602 |
0.8513365 |
| ENSG00000265695 |
NA |
NA |
NA |
1.611367e-01 |
0.7227289 |
0.6263963 |
1.1537886 |
0.2485869 |
0.3456136 |
| ENSG00000265710 |
NA |
NA |
NA |
3.332841e+01 |
3.1340151 |
0.1762896 |
17.7776507 |
0.0000000 |
0.0000000 |
| ENSG00000265764 |
NA |
NA |
NA |
1.298381e+00 |
1.0347142 |
0.2654753 |
3.8975907 |
0.0000972 |
0.0002175 |
| ENSG00000265767 |
NA |
NA |
NA |
6.601831e-01 |
1.7020853 |
0.3740886 |
4.5499527 |
0.0000054 |
0.0000134 |
| ENSG00000265904 |
NA |
NA |
NA |
1.655080e-01 |
-0.8170606 |
0.5322344 |
-1.5351519 |
0.1247465 |
0.1881642 |
| ENSG00000265979 |
NA |
NA |
NA |
4.193165e-01 |
1.3965368 |
0.6382979 |
2.1879078 |
0.0286763 |
0.0487597 |
| ENSG00000266007 |
NA |
NA |
NA |
3.073115e+00 |
-0.4311461 |
0.2074716 |
-2.0780975 |
0.0377004 |
0.0636602 |
| ENSG00000266077 |
NA |
NA |
NA |
4.504198e-01 |
-0.6437593 |
0.3423722 |
-1.8802906 |
0.0600685 |
0.0977353 |
| ENSG00000266239 |
NA |
NA |
NA |
5.675965e+00 |
0.2889717 |
0.1495171 |
1.9326993 |
0.0532733 |
0.0875332 |
| ENSG00000266374 |
NA |
NA |
NA |
1.003570e-01 |
-0.2362044 |
0.7347533 |
-0.3214744 |
0.7478509 |
0.8447945 |
| ENSG00000266382 |
NA |
NA |
NA |
1.120093e-01 |
0.5906851 |
0.9477278 |
0.6232645 |
0.5331108 |
0.6636685 |
| ENSG00000266398 |
NA |
NA |
NA |
1.206370e+00 |
3.0580017 |
0.3049681 |
10.0272836 |
0.0000000 |
0.0000000 |
| ENSG00000266459 |
NA |
NA |
NA |
6.738290e-02 |
-0.0579178 |
1.0336605 |
-0.0560317 |
0.9553165 |
NA |
| ENSG00000266620 |
NA |
NA |
NA |
5.299013e-01 |
0.6060647 |
0.3232378 |
1.8749808 |
0.0607954 |
0.0985652 |
| ENSG00000266636 |
NA |
NA |
NA |
3.650095e-01 |
1.7613348 |
0.4809190 |
3.6624356 |
0.0002498 |
0.0005408 |
| ENSG00000266638 |
NA |
NA |
NA |
8.976900e+00 |
0.1661664 |
0.1813869 |
0.9160883 |
0.3596206 |
0.4794941 |
| ENSG00000266700 |
NA |
NA |
NA |
2.951355e-01 |
-0.3575184 |
0.4155235 |
-0.8604047 |
0.3895660 |
0.5138060 |
| ENSG00000266715 |
NA |
NA |
NA |
7.030520e-02 |
0.4364845 |
0.8944958 |
0.4879671 |
0.6255732 |
NA |
| ENSG00000266722 |
NA |
NA |
NA |
4.331632e-01 |
-0.4205970 |
0.3616732 |
-1.1629200 |
0.2448620 |
0.3420839 |
| ENSG00000266867 |
NA |
NA |
NA |
3.125236e-01 |
1.1353738 |
0.5948978 |
1.9085191 |
0.0563242 |
0.0922355 |
| ENSG00000266868 |
NA |
NA |
NA |
4.049043e-01 |
-0.8225278 |
0.3705988 |
-2.2194560 |
0.0264557 |
0.0452996 |
| ENSG00000271748 |
NA |
NA |
NA |
5.565536e+01 |
2.4533753 |
0.1065223 |
23.0315720 |
0.0000000 |
0.0000000 |
| ENSG00000272045 |
NA |
NA |
NA |
7.440940e-02 |
0.3986946 |
0.8357994 |
0.4770219 |
0.6333465 |
NA |
| ENSG00000272213 |
NA |
NA |
NA |
1.076207e+02 |
0.5824358 |
0.0671131 |
8.6784170 |
0.0000000 |
0.0000000 |
| ENSG00000272278 |
NA |
NA |
NA |
4.697601e+00 |
-0.0406036 |
0.2250837 |
-0.1803935 |
0.8568437 |
0.9070276 |
| ENSG00000272291 |
NA |
NA |
NA |
1.006683e-01 |
0.2183732 |
0.7752480 |
0.2816818 |
0.7781875 |
0.8544751 |
version <- checkMiRNAVersion(dge_hgnc$mirbase_id, verbose = TRUE)
## Version Proportion Recommend
## 1 v6 30.4%
## 2 v7_1 38.44%
## 3 v8 39.45%
## 4 v8_1 47.24%
## 5 v8_2 47.24%
## 6 v9 48.99%
## 7 v9_1 48.99%
## 8 v9_2 48.99%
## 9 v10 57.29%
## 10 v10_1 59.05%
## 11 v11 63.07%
## 12 v12 63.82%
## 13 v13 64.07%
## 14 v14 65.33%
## 15 v15 72.61%
## 16 v16 79.15%
## 17 v17 90.7%
## 18 v18 96.48%
## 19 v19 97.24%
## 20 v20 98.24%
## 21 v21 99.25%
## 22 v22 99.5% ***BEST Matched***
# # Filter the acquired mirbase_ids to remove duplicates and use the mirBaseConvert
# (result1 <- miRNAVersionConvert(unique(na.omit(dge_hgnc$mirbase_id)),
# targetVersion = version,
# exact = TRUE))
#
# (result2 <- miRNA_MatureToPrecursor(unique(na.omit(dge_hgnc$mirbase_id))))
#
# (result3 <- checkMiRNAFamily(unique(dge_hgnc$mirbase_accession)))
#
# (result4 <- getMiRNASequence(unique(dge_hgnc$mirbase_accession),
# targetVersion = version))
library(multiMiR)
# Plug miRNA's into multiMiR and getting validated targets
multimir_results <- get_multimir(org = 'hsa',
mirna = unique(na.omit(dge_hgnc$mirbase_id)),
table = 'validated',
summary = T)
## Searching mirecords ...
## Searching mirtarbase ...
## Searching tarbase ...
head(multimir_results@data)
## database mature_mirna_acc mature_mirna_id target_symbol target_entrez
## 1 mirecords MIMAT0000104 hsa-miR-107 BACE1 23621
## 2 mirecords MIMAT0001536 hsa-miR-429 RERE 473
## 3 mirecords MIMAT0001536 hsa-miR-429 RERE 473
## 4 mirecords MIMAT0001536 hsa-miR-429 RERE 473
## 5 mirecords MIMAT0000104 hsa-miR-107 SERBP1 26135
## 6 mirecords MIMAT0000756 hsa-miR-326 SMO 6608
## target_ensembl experiment support_type
## 1 ENSG00000186318 Luciferase activity assay
## 2 ENSG00000142599
## 3 ENSG00000142599
## 4 ENSG00000142599
## 5 ENSG00000142864
## 6 ENSG00000128602 Western blot//Luciferase activity assay
## pubmed_id type
## 1 18234899 validated
## 2 17923093 validated
## 3 17923093 validated
## 4 17923093 validated
## 5 17637574 validated
## 6 18756266 validated
library(clusterProfiler)
# Convert ENSEMBLID to ENTREZ
dge_entrez <- bitr(
dge$id,
fromType = "ENSEMBL",
toType = c("ENTREZID"),
OrgDb = org.Hs.eg.db::org.Hs.eg.db
) %>%
rename(entrez = ENTREZID,
id = ENSEMBL) %>%
full_join(dge)
# Create geneList from the whole data set for GSEA
geneList_dge <- dge_entrez$log2FoldChange
names(geneList_dge) <- dge_entrez$entrez
geneList_dge <- sort(geneList_dge, decreasing = TRUE)
geneList_dge_no_dups <-
geneList_dge[!duplicated(names(geneList_dge))]
bp_go <- groupGO(gene = multimir_results@data$target_entrez,
OrgDb = org.Hs.eg.db::org.Hs.eg.db,
ont = "BP",
level = 3,
readable = TRUE)
# mf_go <- groupGO(gene = multimir_results@data$target_entrez,
# OrgDb = org.Hs.eg.db::org.Hs.eg.db,
# ont = "MF",
# level = 3,
# readable = TRUE)
#
# cc_go <- groupGO(gene = multimir_results@data$target_entrez,
# OrgDb = org.Hs.eg.db::org.Hs.eg.db,
# ont = "CC",
# level = 3,
# readable = TRUE)
# head(bp_go)
#
# head(mf_go)
head(bp_go)
## ID Description Count GeneRatio
## GO:0019953 GO:0019953 sexual reproduction 1059 1059/9454
## GO:0019954 GO:0019954 asexual reproduction 0 0/9454
## GO:0022414 GO:0022414 reproductive process 2083 2083/9454
## GO:0032504 GO:0032504 multicellular organism reproduction 1115 1115/9454
## GO:0032505 GO:0032505 reproduction of a single-celled organism 4 4/9454
## GO:0075325 GO:0075325 spore dispersal 0 0/9454
## geneID
## GO:0019953 CRKL/ACOX1/ACVR2A/ADCYAP1R1/AKT1/AKT1/AKT1/ALDOA/ALDOA/ALDOA/ALDOA/AMH/APP/APP/APP/AR/AR/ATM/ATM/ATM/ATM/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AXL/AXL/BCL2/BCL2/BCL2/BCL2/BCL2/BCL2L2/BCL6/BRCA2/CALR/CALR/CALR/CD9/CDK1/CDK1/SEPTIN7/CCR6/CREM/CRKL/CRKL/CRKL/CRKL/CRKL/CRKL/CRKL/CXADR/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/DDX6/DIAPH2/PHC2/ERCC1/EREG/FANCD2/FOXC1/FOXC1/FOLR1/MTOR/NR6A1/NR6A1/NR6A1/NR6A1/NR6A1/B4GALT1/GGT5/GLI1/H1-6/H2AX/H2AX/H2AX/H2AX/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/HMGB2/HOXA9/HOXA9/HOXA9/HOXA9/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/AGFG1/AGFG1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/IGF1/IGF1/IHH/KIT/SMAD4/SMAD4/SMAD4/SMAD4/SMAD4/SMAD5/SMAD5/SMAD5/SMAD5/CD46/CD46/MDK/MDK/MST1R/MYBL1/MYBL1/MYBL1/MYBL1/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/NOTCH1/ODF2/OVOL1/P2RY1/P2RY1/P2RY1/P2RY1/PAFAH1B1/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAX5/PAX5/PDE3A/PGM3/PGM3/PGM3/PLK1/PRKAG1/PRKAG1/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/RAD23B/KDM5A/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/RFX2/RFX2/RGS2/RPS6KB1/SBF1/SBF1/SIAH1/SIAH1/SKIL/SKIL/SKIL/SKIL/SKIL/SKIL/SKIL/SLC4A2/SLC4A2/SLC4A2/SLC4A2/SNRPA1/SNRPA1/SOX9/SPAM1/SPAM1/SRPK1/SSTR1/SSTR1/SSTR2/STAT3/STAT3/STAT3/AURKA/AURKA/AURKA/AURKA/STK11/STK11/TARBP2/TARBP2/TARBP2/TARBP2/TARBP2/TARBP2/THRA/THRA/THRA/UBB/UBE2B/UBE2B/UBE3A/UBE3A/UBE3A/VDAC2/EIF4H/EIF4H/EIF4H/EIF4H/WNT3/WNT3/WNT3/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/ZNF35/ZNF35/ZBTB16/ZNF148/ZNF148/BAG6/BAG6/BAG6/BAG6/BAG6/BAG6/BAG6/FOSL1/FOSL1/FOSL1/FOSL1/FOSL1/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/NRIP1/NRIP1/USP9X/USP9X/USP9X/AP3B1/AP3B1/SGPL1/SGPL1/CACNA1H/RNF8/PIWIL1/PIWIL1/QKI/QKI/QKI/QKI/QKI/TBPL1/TBPL1/TBPL1/TBPL1/TBPL1/TBPL1/CLOCK/PUM1/PUM1/PUM1/CEP57/UTP14C/HDAC4/SPATA2/SPATA2/SPATA2/SPATA2/SPATA2/UBAP2L/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/ACTR1A/BCAP31/LHFPL2/FSTL3/CRTAP/CRTAP/CRTAP/CRTAP/CRTAP/UNC13B/CCT4/CELF1/CELF1/CELF1/CELF1/TOB2/TOB2/ABHD2/ABHD2/ABHD2/XRN2/PSME4/PSME4/PSME4/FBXW11/CTDNEP1/CTDNEP1/SIRT1/SIRT1/SIRT1/MAPK8IP2/PATZ1/PATZ1/NUP62/CADM1/CLIC4/CLIC4/CLIC4/PYGO1/PYGO1/DAZAP1/DAZAP1/AFF4/RACGAP1/RACGAP1/RACGAP1/SLC2A8/SPA17/SPATA6/SPATA6/SPATA6/SPATA6/SPATA6/SPATA6/LY6K/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/ALKBH5/ALKBH5/ZSCAN2/MNS1/WDR33/STRBP/STRBP/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/NDC1/ASH1L/CELF4/KNL1/PITHD1/PARP11/PARP11/ZMIZ1/ZMIZ1/METTL14/PLEKHA1/PLEKHA1/PLEKHA1/PLEKHA1/PLEKHA1/PROK2/FIGNL1/HERPUD2/HERPUD2/WDR77/WDR77/LIN28A/IMMP2L/KATNAL1/KATNAL1/KATNAL1/USP42/USP42/USP42/RHBDD1/SPIRE2/MCM8/PPP1R9B/FUT10/FUT10/FUT10/PAQR8/PAQR8/PYGO2/IGSF8/SPIN4/CTCFL/CTCFL/CTCFL/ODF4/RIMBP3C/FAM9B/FAM9C/AGO4/ZNF449/ZNF449/ZNF449/CFAP65/H2BC1/H2BC1/H2BC1/H2BC1/TMPRSS12/CFAP97D1/CFAP97D1/CFAP97D1/TMEM119/NANOS1/PTCHD3/PTCHD3/PTCHD3/PTCHD3/SHISA6/FSIP2/BCL2L11/ZFX/YBX2/YBX2/PAFAH1B1/PAFAH1B1/PAFAH1B1/PAFAH1B1/PAFAH1B1/MAPK8IP2/CD9/ERCC1/PGM3/NCAPH2/ARID4A/PIAS1/PIAS1/RAI14/FOXC1/FOXC1/ATP2B4/NDC1/NDC1/INTS13/DDX3Y/DDX3Y/PSME4/FSTL3/FSTL3/CSNK2A2/CSNK2A2/TRIP13/DAZAP1/DAZAP1/PRKACA/AFF4/AFF4/AFF4/AFF4/AFF4/FBXW11/TP63/KDM5A/KDM5A/KDM5A/KDM5A/HOXA9/HOXA9/HOXA9/HOXA9/HOXA9/ZCWPW1/ADCYAP1R1/DNM2/DNM2/SMARCA2/SMARCA2/NCOA1/ATRX/MAST2/MAST2/DNAJA1/DNAJA1/AURKA/XRN2/XRN2/DLD/TYRO3/AAAS/AAAS/MSH2/MSH2/MSH2/SRPK1/SRPK1/SIRT1/SIRT1/SIRT1/CRKL/CRKL/CRKL/CRKL/SBF1/YY1/YY1/PABPC1L/TCFL5/TCFL5/E2F1/E2F1/E2F1/CELF4/CDK16/CDK16/CDK16/CDK16/CDK16/KATNAL1/KATNAL1/KATNAL1/SPAG1/UBXN8/ASF1B/ASF1B/RAB3A/USP42/USP42/USP42/EIF4H/SPIN1/SPIN1/SPIN1/TGFBR1/TGFBR1/SETX/SETX/SETX/PLEKHA1/PLEKHA1/ZMIZ1/RAD51C/SEPTIN4/PPP1R9B/PRKAR1A/PRKAR1A/PRKAR1A/IFT20/ZBTB16/FOLR1/PANX1/DDX6/DDX6/DDX6/DDX6/DDX6/MDK/STX2/STX2/STX2/FBXO5/FBXO5/RNF8/QKI/QKI/QKI/QKI/TBP/TBP/TTK/GNPDA1/GNPDA1/GNPDA1/SMAD5/SMAD5/SMAD5/UBE3A/UBE3A/UBE3A/FANCL/CCT4/CCT4/KDM3A/GORASP2/GORASP2/GORASP2/GORASP2/SOS1/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/LEPR/TSNAX/KDM5B/KDM5B/KDM5B/KDM5B/KDM5B/CD46/PMFBP1/ARMC2/CCNI/CCNI/UBE2B/RAD23B/RAD23B/RAD23B/RAD23B/MLH3/TCP1/TCP1/TCP1/PAIP2/PAIP2/PAIP2/PAIP2/PTK2B/RNF2/KIF18A/KIF18A/SEPTIN7/SEPTIN7/HERPUD2/INHBA/INHBA/PRDX4/TNFAIP6/PI3/SEMG1/SEMG1/USP9X/USP9X/USP9X/USP9X/H1-1/MEA1/BBS2/HROB/BMP4/SOX9/SOX9/MKKS/MCM8/MCM8/EIF2S2/TUBGCP3/THRA/THRA/HSPA2/TSPAN8/CCDC136/HOXD10/HOXD10/HOXD10/BCL2L2/BCL2L2/BCL2L2/BCL2L2/BCL2L2/NECTIN2/SYNE1/TOP2A/TOP2A/TOP2A/TOP2A/SNRPA1/BRME1/FIGNL1/FIGNL1/H3-3B/H3-3B/AP3B1/CCNA1/ARNTL/CCNB1/FST/FST/PUM1/PUM1/PUM1/SPOCD1/SPOCD1/AGO4/AGO4/AGO4/AGO4/HOOK1/HOOK1/HOOK1/TUT4/CLOCK/CLOCK/CLOCK/CLOCK/DZIP1/DZIP1/DZIP1/B4GALNT1/CCT7/CCT7/SERPINE2/SERPINE2/SERPINE2/BRIP1/BRIP1/SKIL/SKIL/WDR33/ODF2/SLC2A8/RPS6/RPS6/RPS6/RPS6/KNL1/KNL1/KNL1/PAQR5/ADAM10/ADAM10/ADAM10/ADAM10/ADAM10/ADCY3/ADCY3/MNS1/BMPR1B/ETV6/ETV6/LGR5/TARBP2/BRCA2/SSTR1/ADAM21/BBS4/ABHD2/ABHD2/MFGE8/CEP131/SMAD4/SMAD4/SMAD4/APP/APP/AKT1/AKT1/AKT1/UBAP2L/UBAP2L/UBAP2L/UBAP2L/UBAP2L/NPHP1/SPAG16/RHBDD1/FANCD2/FANCD2/TMF1/TMF1/LHFPL2/LHFPL2/LHFPL2/LHFPL2/NR6A1/NR6A1/GAS2/GAS2/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/ALDOA/ALDOA/THRB/THRB/TRIM36/GJA1/GJA1/GJA1/CDYL/BCL2L11/BCL2L11/BCL2L11/BCL2L11/CLGN/CXADR/CXADR/CXADR/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/CCT8/CCT8/CCNB2/FANCC/CDC25C/SPATA2/SPATA2/SPATA2/SPTBN4/ACOX1/RACGAP1/RACGAP1/RACGAP1/RACGAP1/RACGAP1/INHBB/INHBB/NPPC/PYGO2/PYGO2/CCT3/EIF5A2/EIF5A2/EIF5A2/PTX3/PTX3/ZNF148/ZNF148/ZNF148/RPL39L/SFMBT1/SFMBT1/HMGB2/HPGD/HPGD/PRDM9/PTTG1/SUN1/SUN1/SUN1/SLC4A2/SLC4A2/WASHC5/PRSS37/STRBP/STRBP/STRBP/VDAC2/CEP57/CEP57/SGPL1/SGPL1/SGPL1/IFTAP/MARF1/PLK1/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/AXL/AXL/AXL/PAFAH1B2/PAFAH1B2/PAFAH1B2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/STAT3/CLIC4/BNC1/P2RY1/ZNF35/CRTAP/CDK1/CDK1/CDK1/SMAD1/PAQR8/PAQR8/BCL2/BCL2/BCL2/BCL2/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PRND/PRND/PDE3A/OVOL1/SLC2A14/ADGRG2/AGFG1/AGFG1/FOSL1/DEAF1/SIX5/NR2C2/NHLH2/NECTIN3/NECTIN3/NECTIN3/CALR/CALR/CALR/PLD6/TH/TDRP/NRIP1/NRIP1/OXTR/TDRKH/LIMK2/TMEM95/CADM1/TMEM119/TOB2/TOB2/SPATA32/JAG2/NR2F2/NR2F2/MYBL1/MYBL1/SPIN4/H1-6/FANCA/H2AX/H2AX/H2AX/CFAP54/NANOS1/SYCP2/TDRD7/SIAH1/IGF2R/IGF2R/IGF2R/SRC/TXNRD3/TXNRD3/MEIG1/YTHDF2/YTHDF2/YTHDF2/UNC13B/UNC13B/MTOR/UBE2J1/UBE2J1/UBE2J1/BRD2/BRD2/BRD2/BRD2/BRD2/BRD2/TRIM27/LGR4/LGR4/LGR4/LGR4/ANG/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/FANCG/SLC26A6/KIFC1/ETV5/INSL3/HOXA10/GGNBP2/CD9
## GO:0019954
## GO:0022414 LIF/AGO2/CCNE1/CRKL/PLAG1/ACOX1/ACVR1B/ACVR1B/ACVR1B/ACVR1B/ACVR1B/ACVR1B/ACVR2A/ADCYAP1/ADCYAP1R1/ADM/ADM/ADM/ADM/ADM/ADM/ADM/ADM/ADM/ADM/ADM/ADM/ADRA2B/AKT1/AKT1/AKT1/ALDOA/ALDOA/ALDOA/ALDOA/AMH/APP/APP/APP/AR/AR/ARNT/ASCL2/ASCL2/ASCL2/ATM/ATM/ATM/ATM/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AXL/AXL/BAK1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/CCND1/BCL2/BCL2/BCL2/BCL2/BCL2/BCL2L2/BCL6/BMP7/BMPR1A/BRCA2/ZFP36L1/BSG/C1QBP/C1QBP/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/DDR1/CAD/CALR/CALR/CALR/CASP2/CASP2/CASP3/CASP3/CASP3/CCNE1/CCNF/CCNF/CCNF/CCNF/CCNF/CD9/CDK1/CDK1/SEPTIN7/CDK2/CDK2/CDX2/CEBPB/CEBPB/CKS2/CKS2/CKS2/CKS2/CKS2/CCR6/CLDN4/CLDN4/CREM/CRKL/CRKL/CRKL/CRKL/CRKL/CRKL/CRKL/MAPK14/MAPK14/MAPK14/CSF1/CXADR/CYP1A1/DACH1/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/DDX6/DHODH/DHODH/DIAPH2/DSG2/PHC2/EMP2/EMP2/ERCC1/EREG/ERCC4/ERCC4/ETS1/ETS1/ETS1/ETS1/ETS1/ETS1/ETS1/FANCD2/ACSL4/ACSL4/FGF10/FOXF2/FOXC1/FOXC1/FOLR1/FOS/MTOR/CENPI/GABRB1/GABRB1/GABRB1/GAS8/GATA2/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/GATA6/NR6A1/NR6A1/NR6A1/NR6A1/NR6A1/B4GALT1/GGT5/GJB2/GLI1/GOLGA2/GRB2/GRB2/GRB2/MSH6/H1-6/H2AX/H2AX/H2AX/H2AX/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/HAS2/HAS2/HAS2/HFE/HFE/HIF1A/HIF1A/HIF1A/HIF1A/HMGB2/HMGCS1/HOXA9/HOXA9/HOXA9/HOXA9/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA13/HOXA13/HOXA13/HOXA13/HOXD13/HOXD13/AGFG1/AGFG1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/HSP90AB1/ICAM1/ICAM1/ICAM1/IGF1/IGF1/IGF2/IGF2/IGFBP5/IGFBP5/IGFBP5/CCN1/RBPJ/RBPJ/RBPJ/RBPJ/RBPJ/IHH/INCENP/INCENP/ITGA2/ITGA2/ITGA2/ITGA2/ITGA3/ITGA3/KIT/KRAS/KRAS/KRAS/KRAS/KRT8/LIF/LIF/LNPEP/LNPEP/SMAD4/SMAD4/SMAD4/SMAD4/SMAD4/SMAD5/SMAD5/SMAD5/SMAD5/MC2R/CD46/CD46/MDK/MDK/KITLG/MMP7/MRE11/MRE11/MSH3/MSH5/MSH5/MSH5/MSH5/MSH5/MSH5/MSH5/MSH5/MST1R/MSX1/MYBL1/MYBL1/MYBL1/MYBL1/MYH9/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/NOTCH1/NOTCH2/NOTCH2/NOTCH2/NOTCH2/NOTCH2/NUMA1/ODF2/OPRM1/OVOL1/P2RY1/P2RY1/P2RY1/P2RY1/PAFAH1B1/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAX5/PAX5/PCNA/PCNA/PCNA/PCSK5/PDE3A/PDGFB/PGM3/PGM3/PGM3/SERPINB5/SERPINB5/PKD1/PLAG1/PLAG1/PLK1/PPP2CA/PPP2CA/PPP2CA/PRKACB/PRKAG1/PRKAG1/MAPK1/MAPK1/MAPK1/MAPK1/MAPK1/MAPK3/MAP2K1/MAP2K6/PRLR/PSAP/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTK2/PTPN6/RAB13/RAD21/RAD21/RAD21/RAD23B/RAD51/RAD51/RAD51/KDM5A/RBBP8/RBBP8/RBBP8/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/RFX2/RFX2/RGS2/RLN1/RLN1/RLN2/RLN2/RLN2/RPA1/RPL29/RPS6KB1/SALL1/SALL1/SALL1/SALL1/SBF1/SBF1/SDC1/SIAH1/SIAH1/SKIL/SKIL/SKIL/SKIL/SKIL/SKIL/SKIL/SLC2A1/SLC2A1/SLC2A1/SLC4A2/SLC4A2/SLC4A2/SLC4A2/SLIT3/SLIT3/SNRPA1/SNRPA1/SOX9/SPAM1/SPAM1/SRPK1/SSTR1/SSTR1/SSTR2/STAT3/STAT3/STAT3/STK4/STK4/STK4/STK4/STK4/AURKA/AURKA/AURKA/AURKA/STK11/STK11/TACR2/TARBP2/TARBP2/TARBP2/TARBP2/TARBP2/TARBP2/TGFB2/TGFB2/TGFB2/TGFBR2/TGFBR2/TGFBR2/TGFBR2/THRA/THRA/THRA/TIMP1/TOP3A/TOP3A/PHLDA2/PHLDA2/UBB/UBE2B/UBE2B/UBE3A/UBE3A/UBE3A/UCP2/UMPS/VDAC2/VDR/VEGFA/VEGFA/EIF4H/EIF4H/EIF4H/EIF4H/WNT3/WNT3/WNT3/WNT7B/WNT7B/WNT2B/WNT9B/WNT9B/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/ZNF35/ZNF35/ZBTB16/ZNF148/ZNF148/CSDE1/CSDE1/CSDE1/FZD5/FZD5/BAG6/BAG6/BAG6/BAG6/BAG6/BAG6/BAG6/NCOA4/FOSL1/FOSL1/FOSL1/FOSL1/FOSL1/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/NRIP1/NRIP1/USP9X/USP9X/USP9X/SMC1A/FZD4/RECK/AP3B1/AP3B1/STC2/STC2/STC2/DNAH11/SGPL1/SGPL1/EIF2B2/EIF2B2/EIF2B5/EIF2B5/CACNA1H/MBD2/MBD2/MBD2/MBD2/MBD2/CDKL2/CDKL2/RNF8/PKMYT1/CCNE2/EXO1/BUB3/PIWIL1/PIWIL1/QKI/QKI/QKI/QKI/QKI/TBPL1/TBPL1/TBPL1/TBPL1/TBPL1/TBPL1/CLOCK/NCOR2/NCOR2/PUM1/PUM1/PUM1/ESPL1/ESPL1/CEP57/UTP14C/HDAC4/SPATA2/SPATA2/SPATA2/SPATA2/SPATA2/UBAP2L/NCAPD2/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/MAMLD1/ACTR2/ACTR2/ACTR2/ACTR2/ACTR2/ACTR2/ACTR2/ACTR2/FEM1B/FEM1B/ACTR1A/BCAP31/TRIM28/LHFPL2/FSTL3/BASP1/BASP1/BASP1/HOXB13/HOXB13/CRTAP/CRTAP/CRTAP/CRTAP/CRTAP/UNC13B/CCT4/P3H4/P3H4/RAD51AP1/SPINT2/DMRT2/CELF1/CELF1/CELF1/CELF1/TOB2/TOB2/FRS2/FRS2/PRDX3/TMED2/ABHD2/ABHD2/ABHD2/PHB2/PHB2/PHB2/PHB2/XRN2/RHOBTB3/RHOBTB3/PSME4/PSME4/PSME4/VPS13A/FBXW11/CTDNEP1/CTDNEP1/SIRT1/SIRT1/SIRT1/ZFPM2/ZFPM2/HEY1/HEY2/MAPK8IP2/PATZ1/PATZ1/KPNA6/KPNA6/KPNA6/KPNA6/KPNA6/KPNA6/NUP62/DNAAF11/CADM1/SUN2/SUN2/RAD54B/RAD54B/NIPBL/CLIC4/CLIC4/CLIC4/PYGO1/PYGO1/FBXW8/FBXW8/DAZAP1/DAZAP1/AFF4/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/RACGAP1/RACGAP1/RACGAP1/SLC2A8/FZR1/SIX4/SPA17/SLC38A2/SPATA6/SPATA6/SPATA6/SPATA6/SPATA6/SPATA6/LY6K/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/ALKBH5/ALKBH5/ZSCAN2/MNS1/WDR33/STRBP/STRBP/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/CHD7/CHD7/NDC1/ASH1L/CELF4/STOX2/STOX2/STOX2/KNL1/PITHD1/PARP11/PARP11/ZMIZ1/ZMIZ1/FANCM/METTL14/PLEKHA1/PLEKHA1/PLEKHA1/PLEKHA1/PLEKHA1/SENP2/SENP2/SENP2/SENP2/PROK2/FIGNL1/IRF2BPL/HERPUD2/HERPUD2/WDR77/WDR77/ADIPOR2/ADIPOR2/LIN28A/E2F8/E2F8/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/VMP1/IMMP2L/KATNAL1/KATNAL1/KATNAL1/USP42/USP42/USP42/ARID5B/ARID5B/ANTXR1/POLR1B/RHBDD1/SPIRE2/MCM8/PPP1R9B/CBX2/FUT10/FUT10/FUT10/PAQR8/PAQR8/PYGO2/IGSF8/SPIN4/CTCFL/CTCFL/CTCFL/STK35/STK35/ODF4/PDIK1L/RIMBP3C/TCF23/SGO2/SGO1/SGO1/RNF38/RNF38/RNF38/RNF38/FAM9B/FAM9C/AGO4/ZNF449/ZNF449/ZNF449/PRPS1L1/CFAP65/H2BC1/H2BC1/H2BC1/H2BC1/TMPRSS12/CFAP97D1/CFAP97D1/CFAP97D1/TMEM119/CCDC39/NANOS1/ZNF445/ZNF445/PTCHD3/PTCHD3/PTCHD3/PTCHD3/SHISA6/FSIP2/PGAM4/PGAM4/PGAM4/PGAM4/PSAPL1/BCL2L11/ZFX/YBX2/YBX2/ADIPOR2/ADIPOR2/PAFAH1B1/PAFAH1B1/PAFAH1B1/PAFAH1B1/PAFAH1B1/MGST1/MGST1/PKD1/PKD1/MAPK8IP2/CSDE1/CSDE1/CSDE1/CSDE1/CD9/NCAPD2/NCAPD2/NCAPD2/HFE/ERCC1/PGM3/MRE11/ABCC2/NCAPH2/KPNA6/KPNA6/BAK1/ARID4A/PIAS1/PIAS1/RAI14/TNC/TNC/TNC/TNC/CTNNA1/CTNNA1/CTNNA1/CTNNA1/HSPA5/HSPA5/KITLG/KITLG/RAD51/PTPRN/FOXC1/FOXC1/ATP2B4/NDC1/NDC1/VMP1/INTS13/ASB1/FGFR2/DDX3Y/DDX3Y/TRO/ACSL4/ACSL4/ACSL4/ACSL4/ACSL4/PSME4/LRP6/FGF10/FSTL3/FSTL3/CSNK2A2/CSNK2A2/VASH1/TRIP13/DAZAP1/DAZAP1/PRKACA/AFF4/AFF4/AFF4/AFF4/AFF4/SMC1A/SMC1A/CHFR/FBXW11/TP63/KDM5A/KDM5A/KDM5A/KDM5A/GLI2/DLG1/TOP2B/TOP2B/UBE2A/SMC1B/HOXA9/HOXA9/HOXA9/HOXA9/HOXA9/EDN1/EDN1/ZCWPW1/ADCYAP1R1/DNM2/DNM2/SMARCA2/SMARCA2/NCOA1/CAD/ATRX/RAD54L/MAST2/MAST2/DNAJA1/DNAJA1/TMED2/TMED2/HSD17B2/MMP2/MMP2/PTHLH/TFAP2C/TFAP2C/AURKA/XRN2/XRN2/TESC/ICAM1/ICAM1/DLD/TYRO3/TGFB2/TGFB2/AAAS/AAAS/MSH2/MSH2/MSH2/SRPK1/SRPK1/HSP90AB1/HSP90AB1/HSP90AB1/HSP90AB1/HSP90AB1/SIRT1/SIRT1/SIRT1/PCSK5/PCSK5/CRKL/CRKL/CRKL/CRKL/MAPK1/MAPK1/MAPK1/SBF1/SUN2/MYH9/MYH9/MYH9/CACNA1I/ALKBH1/SIX4/SIX4/HIF1A/HIF1A/HIF1A/HIF1A/HIF1A/YY1/YY1/CCNB1IP1/CCNB1IP1/MMP9/PABPC1L/STK4/STK4/STK4/STK4/STK4/BMP7/TCFL5/TCFL5/E2F1/E2F1/E2F1/CELF4/RBBP8/RBBP8/STAG2/STAG2/STAG2/CDK16/CDK16/CDK16/CDK16/CDK16/MAGED2/MAGED2/MAGED2/CENPI/CENPI/KATNAL1/KATNAL1/KATNAL1/ACOD1/MAPK3/SALL1/SALL1/NBN/SPAG1/UBXN8/TLE6/ASF1B/ASF1B/SYDE1/CCNE1/RAB3A/ITGB8/ITGB8/ITGB8/DNAH11/HOXA13/HOXA13/CASP2/CASP2/CASP2/USP42/USP42/USP42/GLI3/EIF4H/SPIN1/SPIN1/SPIN1/TGFBR1/TGFBR1/LHX3/SETX/SETX/SETX/GATA3/PLEKHA1/PLEKHA1/SMC3/ZMIZ1/RAD51C/SEPTIN4/C1QBP/C1QBP/PPP1R9B/SMURF2/PRKAR1A/PRKAR1A/PRKAR1A/IFT20/ZBTB16/CCND1/CCND1/CCND1/CCND1/FOLR1/PANX1/BIRC2/BIRC2/DDX6/DDX6/DDX6/DDX6/DDX6/MDK/RAD51AP1/RAD51AP1/ENDOU/STX2/STX2/STX2/NUP107/NUP107/PTPN6/FBXO5/FBXO5/PPARD/MAPK14/RNF8/BMP5/QKI/QKI/QKI/QKI/MDFI/TBP/TBP/VEGFA/VEGFA/TTK/HMGCS1/HMGCS1/HMGCS1/HMGCS1/LNPEP/LNPEP/LNPEP/LNPEP/LNPEP/LNPEP/RAD1/RAD1/PRLR/RAD50/RAD50/GNPDA1/GNPDA1/GNPDA1/PPP2CA/SMAD5/SMAD5/SMAD5/STC2/SMC4/UBE3A/UBE3A/UBE3A/WNT5A/HES1/HES1/HES1/ACTR3/ACTR3/FANCL/IGFBP2/IGFBP2/IGFBP2/IGFBP5/CCT4/CCT4/KDM3A/BIRC6/BIRC6/BIRC6/BIRC6/GORASP2/GORASP2/GORASP2/GORASP2/SDC1/SDC1/SDC1/SOS1/EPAS1/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/LEPR/TSNAX/KDM5B/KDM5B/KDM5B/KDM5B/KDM5B/CD46/SLC2A1/SLC2A1/CDC20/NEK2/PMFBP1/ARMC2/CCNI/CCNI/UBE2B/RAD23B/RAD23B/RAD23B/RAD23B/IRF2BPL/MLH3/EIF2B2/DUSP1/DUSP1/DUSP1/DUSP1/TCP1/TCP1/TCP1/PAIP2/PAIP2/PAIP2/PAIP2/EGR1/EGR1/EGR1/EGR1/EGR1/EGR1/EGR1/PTK2B/RDH10/RDH10/MND1/ADCY7/RNF2/KIF18A/KIF18A/TNFSF10/SEPTIN7/SEPTIN7/HERPUD2/INHBA/INHBA/RECK/CNTFR/PRDX4/CDK2/CDK2/TNFAIP6/AGO2/AGO2/AGO2/AGO2/AGO2/AGO2/INHA/PI3/SNAI1/SNAI1/SEMG1/SEMG1/USP9X/USP9X/USP9X/USP9X/H1-1/KLHDC3/KLHDC3/KLHDC3/MEA1/BBS2/GOT2/HROB/BMP4/SOX9/SOX9/IL1B/IL1B/POLR1B/POLR1B/MED1/MED1/C3/C3/FOSB/STK35/STK35/STK35/OVOL2/MKKS/MCM8/MCM8/EIF2S2/TUBGCP3/THRA/THRA/HSPA2/TSPAN8/PKMYT1/PKMYT1/PKMYT1/TUBGCP6/TUBGCP6/LIF/LIF/LIF/LIF/CCDC136/HOXD10/HOXD10/HOXD10/HOXD13/HOXD13/E2F8/E2F8/DNAAF11/DNAAF11/DNAAF11/BCL2L2/BCL2L2/BCL2L2/BCL2L2/BCL2L2/FOXA1/FOXA1/FOXA1/SGO1/SGO1/NECTIN2/TAF4/TAF4/TAF4/TRIM28/TRIM28/TRIM28/TRIM28/TRIM28/SYNE1/TOP2A/TOP2A/TOP2A/TOP2A/SNRPA1/BRME1/RPA1/RPA1/RPA1/FIGNL1/FIGNL1/ITGB4/H3-3B/H3-3B/PCNA/NASP/NASP/NASP/NASP/NASP/NASP/AP3B1/CCNA1/KRAS/KRAS/KRAS/KRAS/KRAS/ARNTL/MBD2/CCNB1/NOTCH2/NOTCH2/NOTCH2/NOTCH2/NOTCH2/NOTCH2/SLC38A2/SLC38A2/SLC38A2/SLC38A2/SLC38A2/SLC38A2/SLC38A2/FST/FST/PUM1/PUM1/PUM1/SPOCD1/SPOCD1/AGO4/AGO4/AGO4/AGO4/HOOK1/HOOK1/HOOK1/TUT4/CLOCK/CLOCK/CLOCK/CLOCK/PDGFRA/DZIP1/DZIP1/DZIP1/ETS1/ANXA1/ADAM19/TBX3/B4GALNT1/ESPL1/ACVR1B/HEY2/CCT7/CCT7/SERPINE2/SERPINE2/SERPINE2/BRIP1/BRIP1/SKIL/SKIL/IL10/WDR33/ODF2/SMC2/SLC2A8/RNF38/RNF38/RNF38/RNF38/RPS6/RPS6/RPS6/RPS6/GCM1/FOXF2/FOXF2/MMP7/MMP7/KNL1/KNL1/KNL1/PAQR5/TUBGCP4/ADAM10/ADAM10/ADAM10/ADAM10/ADAM10/STRA6/ADCY3/ADCY3/ACTR2/IDH1/IDH1/IDH1/MNS1/BMPR1B/LEF1/LEF1/ETV6/ETV6/LGR5/TARBP2/BRCA2/SSTR1/ADAM21/SORD/BBS4/ABHD2/ABHD2/MFGE8/GAS8/ADCYAP1/GATA6/GATA6/ARRB2/CEP131/SMAD4/SMAD4/SMAD4/APP/APP/AKT1/AKT1/AKT1/PLK4/CCN1/CCN1/CCN1/PRKACB/NUF2/ARNT/VASH2/VASH2/VASH2/UBAP2L/UBAP2L/UBAP2L/UBAP2L/UBAP2L/OSR1/NPHP1/SPAG16/RHBDD1/FANCD2/FANCD2/CNOT9/CNOT9/TMF1/TMF1/SLIT2/LHFPL2/LHFPL2/LHFPL2/LHFPL2/PAM/PAM/PAM/PAM/RSPO3/EGFR/EGFR/NR6A1/NR6A1/ADM/GAS2/GAS2/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/INCENP/INCENP/INCENP/INCENP/INCENP/ALDOA/ALDOA/ARID5B/ARID5B/DHX37/THRB/THRB/NCAPD3/NCAPD3/TRIM36/GJA1/GJA1/GJA1/CDYL/BCL2L11/BCL2L11/BCL2L11/BCL2L11/CLGN/BUB3/BUB3/CXADR/CXADR/CXADR/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/WNT7A/EME1/EME1/CCT8/CCT8/FBXO43/FBXO43/BUB1B/TIMP4/MMP14/MMP14/MMP14/CCNB2/FANCC/CDC25C/SPATA2/SPATA2/SPATA2/STC1/HOXB13/TPPP3/SPTBN4/ACOX1/ITGA5/PLCD3/RACGAP1/RACGAP1/RACGAP1/RACGAP1/RACGAP1/CCNF/CCNF/INHBB/INHBB/MSX1/FZD5/FZD5/NPPC/GABRB1/PYGO2/PYGO2/IGFBP7/IGFBP7/CCT3/TGFBR2/SGO2/SGO2/SGO2/EIF5A2/EIF5A2/EIF5A2/TIPARP/TIPARP/PTX3/PTX3/ZNF148/ZNF148/ZNF148/SENP2/RPL39L/SFMBT1/SFMBT1/CDC25A/CDC25A/CDC25A/CDC25A/HMGB2/HPGD/HPGD/ITGA2/ITGA2/ITGA2/ITGA2/ITGA2/NIPBL/NIPBL/NIPBL/PRDM9/RHOBTB3/RHOBTB3/CASP3/CASP3/CASP3/CASP3/CITED2/CITED2/CITED2/PTTG1/HEY1/HEY1/HEY1/RAD21/RAD21/SUN1/SUN1/SUN1/SLC4A2/SLC4A2/WASHC5/PRSS37/STRBP/STRBP/STRBP/VDAC2/PRDX3/PRDX3/E2F7/E2F7/E2F7/E2F7/E2F7/HTRA1/CEP57/CEP57/SGPL1/SGPL1/SGPL1/FRS2/FRS2/FRS2/FRS2/IFTAP/MARF1/PLK1/PHB/IGF2/IGF2/RRM1/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/AXL/AXL/AXL/SPINT2/SPINT2/MAJIN/PAFAH1B2/PAFAH1B2/PAFAH1B2/RBPJ/RBPJ/RBPJ/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/STAT3/FEM1B/FEM1B/FEM1B/MAP2K1/PTK2/CLIC4/BNC1/ANTXR1/ANTXR1/ANTXR1/BUB1/P2RY1/ZFPM2/ZFPM2/ZNF35/CRTAP/CDK1/CDK1/CDK1/FOS/FOS/SMAD1/KRT8/PAQR8/PAQR8/HAS2/HAS2/CHD7/CHD7/CHD7/CHD7/ZNF318/ZNF318/BPTF/BPTF/BPTF/BCL2/BCL2/BCL2/BCL2/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PRND/PRND/CEBPB/CEBPB/BSG/BSG/BSG/PDE3A/OVOL1/RARG/SP3/SP3/SP3/SLC2A14/SMARCC1/SMARCC1/SLC19A1/ADGRG2/C11orf80/AGFG1/AGFG1/CBX2/CBX2/EXO1/EXO1/FZD4/FZD4/PDIK1L/PDIK1L/CCNE2/CCNE2/UCP2/FOSL1/DEAF1/SIX5/TOP3A/NR2C2/NHLH2/NECTIN3/NECTIN3/NECTIN3/THBD/THBD/CALR/CALR/CALR/PTPN11/GATA2/PLD6/TH/TDRP/NRIP1/NRIP1/OXTR/SETD2/SETD2/SETD2/PHLDA2/PHLDA2/PHLDA2/PLAG1/PLAG1/GPR3/GPR3/NEUROG1/TDRKH/RAD51B/LIMK2/TMEM95/CADM1/TMEM119/NOG/TOB2/TOB2/SLIT3/SPATA32/SOCS3/SOCS3/JAG2/ROBO2/ROBO2/MAFF/ZNF445/ZNF445/NR2F2/NR2F2/PSMD13/PBX1/ZFP36L1/ZFP36L1/ZFP36L1/ZFP36L1/MYBL1/MYBL1/SPIN4/EPOR/EPOR/H1-6/FANCA/WNT7B/H2AX/H2AX/H2AX/CFAP54/NANOS1/SLX4/CLDN4/CLDN4/SYCP2/TDRD7/SIAH1/NCOR2/MME/MME/XRCC2/XRCC2/FLNA/FLNA/IGF2R/IGF2R/IGF2R/SRC/PSAP/PSAP/PSAP/TXNRD3/TXNRD3/MEIG1/VPS13A/YTHDF2/YTHDF2/YTHDF2/UNC13B/UNC13B/MTOR/UBE2J1/UBE2J1/UBE2J1/BMPR2/BMPR2/BMPR2/BMPR2/BMPR2/BRD2/BRD2/BRD2/BRD2/BRD2/BRD2/MSH5/TRIM27/LGR4/LGR4/LGR4/LGR4/SERPINB5/CRIP1/ANG/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/FANCG/SLC26A6/PSG1/KIFC1/PSG4/ETV5/INSL3/HOXA10/PRKDC/PRKDC/PRKDC/PRKDC/PRKDC/NCOA4/NCOA4/LHX1/DACH1/GGNBP2/ARNT/CD9
## GO:0032504 LIF/CRKL/ACOX1/ACVR2A/ADCYAP1R1/AKT1/AKT1/AKT1/AMH/APP/APP/APP/AR/AR/ATM/ATM/ATM/ATM/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AVPR1A/AXL/AXL/BCL2/BCL2/BCL2/BCL2/BCL2/BCL2L2/BCL6/BRCA2/BSG/CALR/CALR/CALR/CASP2/CASP2/CASP3/CASP3/CASP3/CD9/SEPTIN7/CCR6/CREM/CRKL/CRKL/CRKL/CRKL/CRKL/CRKL/CRKL/CXADR/CYP1A1/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/DDX6/DIAPH2/DSG2/PHC2/ERCC1/EREG/ETS1/ETS1/ETS1/ETS1/ETS1/ETS1/ETS1/FANCD2/ACSL4/ACSL4/FOXC1/FOXC1/FOLR1/MTOR/GABRB1/GABRB1/GABRB1/NR6A1/NR6A1/NR6A1/NR6A1/NR6A1/B4GALT1/GGT5/GJB2/GLI1/H1-6/H2AX/H2AX/H2AX/H2AX/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/H3-3B/HAS2/HAS2/HAS2/HMGB2/HOXA9/HOXA9/HOXA9/HOXA9/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/HOXA10/AGFG1/AGFG1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/DNAJA1/IGF1/IGF1/IHH/ITGA3/ITGA3/KIT/LIF/LIF/SMAD4/SMAD4/SMAD4/SMAD4/SMAD4/SMAD5/SMAD5/SMAD5/SMAD5/MDK/MDK/MMP7/MYBL1/MYBL1/MYBL1/MYBL1/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/NOTCH1/ODF2/OPRM1/OVOL1/P2RY1/P2RY1/P2RY1/P2RY1/PAFAH1B1/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAFAH1B2/PAX5/PAX5/PCNA/PCNA/PCNA/PDE3A/PGM3/PGM3/PGM3/PLK1/PRKAG1/PRKAG1/MAPK1/MAPK1/MAPK1/MAPK1/MAPK1/MAPK3/MAP2K6/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/RAD23B/KDM5A/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/TRIM27/RFX2/RFX2/RGS2/RPS6KB1/SBF1/SBF1/SIAH1/SIAH1/SKIL/SKIL/SKIL/SKIL/SKIL/SKIL/SKIL/SLC4A2/SLC4A2/SLC4A2/SLC4A2/SLIT3/SLIT3/SNRPA1/SNRPA1/SOX9/SPAM1/SPAM1/SRPK1/SSTR1/SSTR1/SSTR2/AURKA/AURKA/AURKA/AURKA/STK11/STK11/TARBP2/TARBP2/TARBP2/TARBP2/TARBP2/TARBP2/TGFB2/TGFB2/TGFB2/THRA/THRA/THRA/UBB/UBE2B/UBE2B/VDR/WNT3/WNT3/WNT3/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/YY1/ZNF35/ZNF35/ZBTB16/ZNF148/ZNF148/BAG6/BAG6/BAG6/BAG6/BAG6/BAG6/BAG6/FOSL1/FOSL1/FOSL1/FOSL1/FOSL1/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/NRIP1/NRIP1/USP9X/USP9X/USP9X/FZD4/AP3B1/AP3B1/STC2/STC2/STC2/SGPL1/SGPL1/MBD2/MBD2/MBD2/MBD2/MBD2/RNF8/PIWIL1/PIWIL1/QKI/QKI/QKI/QKI/QKI/TBPL1/TBPL1/TBPL1/TBPL1/TBPL1/TBPL1/CLOCK/NCOR2/NCOR2/PUM1/PUM1/PUM1/CEP57/UTP14C/HDAC4/SPATA2/SPATA2/SPATA2/SPATA2/SPATA2/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/BCL2L11/ACTR1A/BCAP31/FSTL3/CRTAP/CRTAP/CRTAP/CRTAP/CRTAP/CELF1/CELF1/CELF1/CELF1/TOB2/TOB2/PRDX3/TMED2/ABHD2/ABHD2/ABHD2/XRN2/PSME4/PSME4/PSME4/FBXW11/CTDNEP1/CTDNEP1/SIRT1/SIRT1/SIRT1/MAPK8IP2/PATZ1/PATZ1/KPNA6/KPNA6/KPNA6/KPNA6/KPNA6/KPNA6/NUP62/CADM1/PYGO1/PYGO1/DAZAP1/DAZAP1/AFF4/RACGAP1/RACGAP1/RACGAP1/SLC2A8/SPA17/SPATA6/SPATA6/SPATA6/SPATA6/SPATA6/SPATA6/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/PAQR5/ALKBH5/ALKBH5/ZSCAN2/MNS1/WDR33/STRBP/STRBP/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/UBE2Q1/NDC1/ASH1L/CELF4/STOX2/STOX2/STOX2/KNL1/PITHD1/PARP11/PARP11/ZMIZ1/ZMIZ1/METTL14/PLEKHA1/PLEKHA1/PLEKHA1/PLEKHA1/PLEKHA1/PROK2/FIGNL1/HERPUD2/HERPUD2/WDR77/WDR77/LIN28A/IMMP2L/KATNAL1/KATNAL1/KATNAL1/USP42/USP42/USP42/RHBDD1/SPIRE2/MCM8/PPP1R9B/PAQR8/PAQR8/PYGO2/SPIN4/CTCFL/CTCFL/CTCFL/ODF4/RIMBP3C/TCF23/FAM9B/FAM9C/AGO4/ZNF449/ZNF449/ZNF449/CFAP65/H2BC1/H2BC1/H2BC1/H2BC1/CFAP97D1/CFAP97D1/CFAP97D1/TMEM119/NANOS1/PTCHD3/PTCHD3/PTCHD3/PTCHD3/SHISA6/FSIP2/BCL2L11/ZFX/YBX2/YBX2/PAFAH1B1/PAFAH1B1/PAFAH1B1/PAFAH1B1/PAFAH1B1/MAPK8IP2/CD9/ERCC1/PGM3/NCAPH2/KPNA6/KPNA6/ARID4A/PIAS1/PIAS1/RAI14/HSPA5/HSPA5/PTPRN/FOXC1/FOXC1/ATP2B4/NDC1/NDC1/DDX3Y/DDX3Y/ACSL4/ACSL4/ACSL4/ACSL4/ACSL4/PSME4/FSTL3/FSTL3/CSNK2A2/CSNK2A2/TRIP13/DAZAP1/DAZAP1/PRKACA/AFF4/AFF4/AFF4/AFF4/AFF4/FBXW11/TP63/KDM5A/KDM5A/KDM5A/KDM5A/UBE2A/HOXA9/HOXA9/HOXA9/HOXA9/HOXA9/EDN1/EDN1/ZCWPW1/ADCYAP1R1/DNM2/DNM2/SMARCA2/SMARCA2/NCOA1/ATRX/MAST2/MAST2/DNAJA1/DNAJA1/TMED2/TMED2/AURKA/XRN2/XRN2/DLD/TYRO3/TGFB2/TGFB2/MSH2/MSH2/MSH2/SRPK1/SRPK1/SIRT1/SIRT1/SIRT1/CRKL/CRKL/CRKL/CRKL/MAPK1/MAPK1/MAPK1/SBF1/YY1/YY1/PABPC1L/TCFL5/TCFL5/E2F1/E2F1/E2F1/CELF4/CDK16/CDK16/CDK16/CDK16/CDK16/KATNAL1/KATNAL1/KATNAL1/MAPK3/TLE6/ASF1B/ASF1B/CASP2/CASP2/CASP2/USP42/USP42/USP42/SPIN1/SPIN1/SPIN1/TGFBR1/TGFBR1/SETX/SETX/SETX/PLEKHA1/PLEKHA1/ZMIZ1/RAD51C/SEPTIN4/PPP1R9B/PRKAR1A/PRKAR1A/PRKAR1A/IFT20/ZBTB16/FOLR1/PANX1/DDX6/DDX6/DDX6/DDX6/DDX6/MDK/FBXO5/FBXO5/PPARD/RNF8/QKI/QKI/QKI/QKI/TBP/TBP/TTK/SMAD5/SMAD5/SMAD5/STC2/FANCL/KDM3A/GORASP2/GORASP2/GORASP2/GORASP2/SOS1/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/ASH1L/TSNAX/PMFBP1/ARMC2/CCNI/CCNI/UBE2B/RAD23B/RAD23B/RAD23B/RAD23B/MLH3/PAIP2/PAIP2/PAIP2/PAIP2/EGR1/EGR1/EGR1/EGR1/EGR1/EGR1/EGR1/PTK2B/ADCY7/RNF2/KIF18A/KIF18A/SEPTIN7/SEPTIN7/HERPUD2/INHBA/INHBA/PRDX4/TNFAIP6/SEMG1/SEMG1/USP9X/USP9X/USP9X/USP9X/H1-1/MEA1/BBS2/HROB/BMP4/SOX9/SOX9/MED1/MED1/MKKS/MCM8/MCM8/EIF2S2/THRA/THRA/HSPA2/TSPAN8/LIF/LIF/LIF/LIF/CCDC136/BCL2L2/BCL2L2/BCL2L2/BCL2L2/BCL2L2/NECTIN2/SYNE1/TOP2A/TOP2A/TOP2A/TOP2A/SNRPA1/BRME1/FIGNL1/FIGNL1/H3-3B/H3-3B/PCNA/AP3B1/CCNA1/ARNTL/MBD2/CCNB1/FST/FST/PUM1/PUM1/PUM1/SPOCD1/SPOCD1/AGO4/AGO4/AGO4/AGO4/HOOK1/HOOK1/HOOK1/TUT4/CLOCK/CLOCK/CLOCK/CLOCK/PDGFRA/DZIP1/DZIP1/DZIP1/ETS1/B4GALNT1/SERPINE2/SERPINE2/SERPINE2/BRIP1/BRIP1/SKIL/SKIL/WDR33/ODF2/SLC2A8/RPS6/RPS6/RPS6/RPS6/MMP7/MMP7/KNL1/KNL1/KNL1/PAQR5/ADAM10/ADAM10/ADAM10/ADAM10/ADAM10/MNS1/BMPR1B/ETV6/ETV6/LGR5/TARBP2/BRCA2/SSTR1/BBS4/ABHD2/ABHD2/ARRB2/CEP131/SMAD4/SMAD4/SMAD4/APP/APP/AKT1/AKT1/AKT1/NPHP1/SPAG16/RHBDD1/FANCD2/FANCD2/TMF1/TMF1/SLIT2/PAM/PAM/PAM/PAM/EGFR/EGFR/NR6A1/NR6A1/GAS2/GAS2/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/CELF1/THRB/THRB/GJA1/GJA1/GJA1/CDYL/BCL2L11/BCL2L11/BCL2L11/BCL2L11/CXADR/CXADR/CXADR/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/ADAMTS1/TIMP4/CCNB2/FANCC/CDC25C/SPATA2/SPATA2/SPATA2/STC1/TPPP3/ACOX1/RACGAP1/RACGAP1/RACGAP1/RACGAP1/RACGAP1/INHBB/INHBB/NPPC/GABRB1/PYGO2/PYGO2/EIF5A2/EIF5A2/EIF5A2/PTX3/PTX3/ZNF148/ZNF148/ZNF148/RPL39L/SFMBT1/SFMBT1/HMGB2/HPGD/HPGD/PRDM9/CASP3/CASP3/CASP3/CASP3/PTTG1/SUN1/SUN1/SUN1/SLC4A2/SLC4A2/WASHC5/STRBP/STRBP/STRBP/PRDX3/PRDX3/CEP57/CEP57/SGPL1/SGPL1/SGPL1/IFTAP/MARF1/PLK1/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/KMT2D/AXL/AXL/AXL/PAFAH1B2/PAFAH1B2/PAFAH1B2/SEPTIN2/SEPTIN2/SEPTIN2/SEPTIN2/BNC1/P2RY1/ZNF35/CRTAP/SMAD1/PAQR8/PAQR8/HAS2/HAS2/BCL2/BCL2/BCL2/BCL2/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/PTEN/BSG/BSG/BSG/PDE3A/OVOL1/SP3/SP3/SP3/SLC2A14/ADGRG2/AGFG1/AGFG1/FZD4/FZD4/FOSL1/DEAF1/SIX5/NR2C2/NHLH2/NECTIN3/NECTIN3/NECTIN3/CALR/CALR/CALR/PTPN11/PLD6/TH/TDRP/NRIP1/NRIP1/OXTR/TDRKH/LIMK2/TMEM95/CADM1/TMEM119/TOB2/TOB2/SLIT3/SPATA32/JAG2/ROBO2/ROBO2/NR2F2/NR2F2/MYBL1/MYBL1/SPIN4/EPOR/EPOR/H1-6/FANCA/H2AX/H2AX/H2AX/CFAP54/NANOS1/SYCP2/TDRD7/SIAH1/NCOR2/IGF2R/IGF2R/IGF2R/SRC/TXNRD3/TXNRD3/MEIG1/YTHDF2/YTHDF2/YTHDF2/MTOR/UBE2J1/UBE2J1/UBE2J1/BMPR2/BMPR2/BMPR2/BMPR2/BMPR2/BRD2/BRD2/BRD2/BRD2/BRD2/BRD2/TRIM27/LGR4/LGR4/LGR4/LGR4/ANG/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/DDX3X/FANCG/SLC26A6/KIFC1/ETV5/INSL3/HOXA10/GGNBP2/CD9
## GO:0032505 ZNF445/ZNF445/ZNF445/ZNF445
## GO:0075325
# Convert ENSEMBLID to ENTREZ
dge_entrez <- bitr(
dge$id,
fromType = "ENSEMBL",
toType = c("ENTREZID"),
OrgDb = org.Hs.eg.db::org.Hs.eg.db
) %>%
rename(entrez = ENTREZID,
id = ENSEMBL) %>%
full_join(dge)
# Create geneList from the whole data set for GSEA
geneList_dge <- dge_entrez$log2FoldChange
names(geneList_dge) <- dge_entrez$entrez
geneList_dge <- sort(geneList_dge, decreasing = TRUE)
geneList_dge_no_dups <-
geneList_dge[!duplicated(names(geneList_dge))]
# After removing duplicates set seed for reproducibility
the_seed = 1623250700 %% 100000 # 50700
# set the same seed for the following analysis using the GSEA algorithm
# GENE ONTOLOGY
set.seed(the_seed)
go_ora <- enrichGO(gene = multimir_results@data$target_entrez,
OrgDb = org.Hs.eg.db::org.Hs.eg.db,
ont = "ALL",
pAdjustMethod = "BH",
pvalueCutoff = 1,
qvalueCutoff = 1)
head(go_ora)
## ONTOLOGY ID Description
## GO:0010498 BP GO:0010498 proteasomal protein catabolic process
## GO:0016569 BP GO:0016569 covalent chromatin modification
## GO:0016570 BP GO:0016570 histone modification
## GO:0010256 BP GO:0010256 endomembrane system organization
## GO:0042176 BP GO:0042176 regulation of protein catabolic process
## GO:0009896 BP GO:0009896 positive regulation of catabolic process
## GeneRatio BgRatio pvalue p.adjust qvalue
## GO:0010498 329/8733 483/18862 9.671280e-23 6.134493e-19 3.816593e-19
## GO:0016569 314/8733 461/18862 9.408263e-22 2.983831e-18 1.856399e-18
## GO:0016570 306/8733 448/18862 1.602237e-21 3.362990e-18 2.092294e-18
## GO:0010256 325/8733 482/18862 2.262864e-21 3.362990e-18 2.092294e-18
## GO:0042176 268/8733 383/18862 2.650946e-21 3.362990e-18 2.092294e-18
## GO:0009896 305/8733 450/18862 1.174538e-20 1.241682e-17 7.725160e-18
## geneID
## GO:0010498 27252/207/267/819/857/899/983/996/997/1017/1191/1452/1454/1499/1601/2272/2295/2629/2768/2932/3077/3303/3304/3326/4092/4189/4193/4287/5071/5094/5310/5347/5366/5516/5527/5683/5684/5694/5698/5707/5709/5715/5717/5720/5887/6047/6386/6477/6478/6500/6613/6790/6880/6923/7126/7184/7314/7320/7321/7323/7326/7328/7336/7341/7917/8065/8405/8450/8453/8473/8667/8945/8975/9024/9097/9112/9184/9354/9529/9575/9655/9683/9695/9709/9810/9928/10075/10134/10193/10221/10299/10444/10755/11011/11160/23198/23291/23321/23376/23411/23429/25820/25827/26232/26234/26259/27338/27351/29997/51343/51434/54431/54442/54476/54994/55284/55294/55432/55658/55666/55757/55829/55968/57095/57520/57531/57542/57761/57805/64682/64844/79016/79018/79654/79699/79718/79791/80011/80020/80267/80311/80344/81502/83590/83737/83892/84236/84301/84961/91147/91445/91544/93611/115290/116224/127544/130507/144165/146330/149603/153090/153769/154214/165324/222235/255488/282679/283514/339745/387921/474383/474384/493829/57414/5689/29954/5704/9604/25937/8554/25897/8452/3309/23327/51528/5601/4734/6400/28951/5566/55743/7319/369/27074/3093/4983/9817/57092/7514/10296/25831/117584/8697/51322/5714/54620/9978/5700/5693/5687/6907/5713/51283/7993/6449/2931/10613/6468/57003/64750/7466/27339/25906/329/8078/4121/26271/9532/23197/25852/4780/991/9870/7706/11059/9491/9572/5682/863/348/10197/116988/406/79845/891/29979/10956/55270/79139/160418/8451/5371/409/1453/51529/6135/23190/7110/10769/64777/210/7316/9781/64795/7345/29761/701/130617/65018/9992/5692/56893/84447/201595/25898/79982/4085/9232/7415/9147/3429/4130/26263/80700/1642/55872/92305/9306/11236/8507/80176/10869/6599/1263/200933/11065/92369/5708/29882/10425/9212/5886/81858/122809/23510/91304/23194/7327/5719/7874/29978/5718/57162/10210/54557/23607/258010/6815/11060/57154/51465/26046/5696/10399/554251/131405/7844/51608/641700
## GO:0016569 3976/8314/472/604/675/890/983/1017/1105/1111/1387/1499/1786/1789/1810/2005/2033/2145/2146/2624/2641/3009/3141/3481/3619/3717/3720/4089/4204/4221/4297/4302/4524/4602/4654/5079/5187/5252/5563/5578/5579/5587/5595/5599/5896/5927/5978/6018/6418/6497/6500/6720/6790/6839/6871/6878/6879/6880/6883/6885/7157/7291/7320/7334/7422/7862/8085/8089/8091/8242/8295/8450/8473/8726/8932/8986/9025/9112/9252/9575/9643/9647/9678/9739/9757/9759/9810/9869/9913/10075/10155/10269/10270/10336/10419/10498/10782/10847/10856/10891/10943/11108/11143/11176/11177/23067/23133/23135/23170/23272/23326/23338/23376/23410/23411/23429/23512/23558/23741/25836/25855/25865/26009/26036/26122/26147/26155/28989/29104/29943/51043/51105/51111/51147/51230/53615/54107/54880/54904/55167/55183/55196/55209/55352/55611/55729/55870/56254/56950/56970/57332/57602/57708/63976/64324/64769/78990/79447/79577/79718/79829/79831/80218/80312/80854/84312/84333/84656/90780/91748/94104/140690/150572/165918/171023/200186/200424/201163/221037/284058/387893/100170841/55904/80853/9031/5536/672/5926/9734/58508/9474/23210/54556/79960/7319/7994/8648/546/4504/23186/51322/27154/54620/23774/7443/55257/6907/9767/10664/2138/51366/84444/2091/23081/2625/4591/6830/7468/64426/9555/8850/55683/55818/3065/6421/11240/10765/5929/55758/3070/56943/80314/6045/79903/5585/8202/9329/3553/23030/8520/5562/84787/891/51535/1643/27097/3662/23168/51176/54934/7786/122953/9960/23476/22823/151050/9730/6622/7403/6877/57325/9219/9320/10600/84108/23522/2140/65018/1487/3275/26097/56916/6314/151636/55689/80335/56979/25862/322/5245/1642/648/55806/54790/25942/195814/8841/3054/93624/51504/22992/83903/55929/9212/79813/29072/57634/84193/7404/10933/55693/4674/7874/340602/10445/339287/11091/5253/221477/9646/55170/10626/10432/7703
## GO:0016570 3976/8314/472/604/675/890/983/1017/1111/1387/1499/1786/1789/1810/2005/2033/2145/2146/2624/2641/3009/3141/3481/3619/3717/3720/4089/4204/4221/4297/4302/4524/4602/4654/5079/5187/5252/5563/5578/5579/5587/5595/5599/5896/5927/5978/6018/6418/6497/6500/6720/6790/6839/6871/6878/6879/6880/6883/6885/7157/7291/7320/7334/7422/7862/8085/8089/8091/8242/8295/8450/8473/8726/8986/9025/9112/9252/9575/9643/9647/9678/9739/9757/9759/9810/9869/9913/10075/10269/10270/10336/10419/10498/10782/10847/10856/10891/10943/11108/11143/11176/11177/23067/23133/23135/23170/23326/23338/23376/23410/23411/23429/23512/23558/23741/25836/25855/25865/26009/26036/26122/26147/26155/28989/29104/29943/51043/51105/51111/51147/51230/53615/54107/54880/54904/55167/55183/55209/55352/55611/55870/56254/56950/56970/57332/57602/57708/63976/64324/64769/78990/79447/79577/79718/79829/79831/80218/80312/80854/84312/84333/84656/90780/91748/94104/140690/150572/165918/171023/200186/200424/201163/221037/284058/387893/100170841/55904/80853/9031/5536/672/5926/9734/58508/9474/23210/54556/79960/7319/7994/8648/546/4504/23186/51322/27154/54620/23774/7443/55257/6907/9767/10664/2138/51366/84444/2091/23081/2625/4591/6830/7468/64426/9555/8850/55683/55818/3065/6421/11240/10765/5929/55758/56943/80314/6045/79903/5585/8202/9329/3553/23030/8520/5562/84787/891/1643/27097/3662/23168/51176/54934/7786/122953/9960/23476/22823/151050/9730/6622/7403/6877/57325/9219/9320/10600/84108/23522/2140/65018/1487/3275/26097/56916/6314/151636/55689/80335/56979/25862/322/5245/1642/648/55806/54790/25942/195814/8841/3054/93624/51504/22992/83903/55929/9212/79813/29072/57634/84193/7404/10933/55693/4674/7874/340602/10445/339287/11091/5253/221477/9646/55170/10626/10432/7703
## GO:0010256 208/207/309/367/488/738/745/857/858/950/983/998/1182/1191/1289/1385/1452/1760/2149/2801/2852/3064/4627/5027/5048/5071/5205/5347/5359/5515/5578/5579/5587/5594/5595/5604/5728/5862/5869/5990/6456/6521/6708/6810/6836/6860/7042/7357/7534/7879/7905/7917/8027/8266/8546/8615/8675/8976/9002/9066/9144/9145/9146/9321/9368/9519/9529/9631/9659/9712/9919/10015/10075/10087/10162/10228/10269/10313/10328/10397/10419/10494/10564/10890/10959/10960/11196/11252/22796/22872/23136/23204/23271/23332/23344/23399/23435/23603/25777/25923/25946/26092/26259/27183/27230/27314/27348/29927/29993/30845/30846/50636/50999/51014/51100/51160/51429/51534/51652/53947/54828/54874/54943/55048/55353/55654/55666/55831/55909/55968/55971/56851/57082/57097/57132/57142/57403/57488/57531/57617/64145/64225/64398/64598/79628/79720/80346/81562/81671/84067/84376/91754/93099/93380/93643/94121/116068/121601/124491/128989/150368/155382/163590/165324/168620/196527/221035/255919/282679/283796/284361/339122/389668/399687/399979/440270/493829/653073/653720/727910/728498/57679/27035/6683/55300/5798/8943/10565/23471/65055/7251/3998/57662/1785/5788/25978/29887/55151/22931/7443/51016/215/2010/9688/79152/8766/9694/79816/6449/5864/8729/57584/57003/55161/2054/8724/64083/662/11235/57088/6711/26003/22930/23207/149371/8934/25782/10783/79591/400/7852/5552/10133/23363/9217/128637/10142/64753/5819/23345/84313/92154/23208/84327/891/51361/8291/5270/9648/51028/55627/55014/10211/51332/5861/26509/23317/9101/3801/1453/54808/9980/55204/57198/1130/8560/23671/7110/287/2934/51501/55004/50807/22878/375056/55361/123720/9133/55113/222068/116238/8878/6280/23122/92421/256979/23353/9897/19/6609/23423/81565/9382/23306/64400/10972/79188/286046/9451/23023/2804/64801/79102/1263/23592/80124/196996/10458/79643/2580/9798/26276/54732/10345/57698/57048/1201/282991/79633/144717/439/51062/1639/389158/51608
## GO:0042176 207/819/857/868/999/1027/1075/1191/1452/1454/1457/1601/1915/1917/1942/1950/2043/2272/2295/2308/2629/2768/2932/3077/3303/3304/3320/3326/3416/3949/4092/4193/4194/4287/4478/5045/5071/5300/5310/5347/5476/5707/5709/5720/5728/5747/5774/5887/5962/5970/6093/6201/6386/6613/6662/6790/6880/6923/7076/7077/7133/7314/7336/7337/7341/7430/7879/7917/8473/8667/8754/8945/8975/9097/9113/9146/9529/9655/9683/9686/9709/9810/9827/9860/10075/10134/10193/10221/10444/10533/10755/11011/11200/11213/23376/23429/23450/25820/25837/26234/26259/27351/28996/29062/29116/29997/51160/51343/51429/55294/55353/57095/57520/57531/57761/57805/64844/79016/79699/79888/80011/83737/91445/116224/127544/144165/152503/153090/153769/154214/165324/255488/255738/282679/440730/474383/474384/1595/23077/2534/5704/9604/6642/8554/25897/23327/5601/55737/4734/1459/28951/5566/55743/4905/369/27074/3093/4898/4983/9817/7514/25831/51322/25807/27352/9978/5700/81610/140462/51201/6625/4946/6449/2931/51684/64750/8078/9532/8724/3156/7474/4953/4780/991/7128/22954/9870/2185/6125/11059/725/7471/23163/3553/9349/9491/863/348/2670/10197/80762/324/29979/5270/55270/3586/6653/51374/580/9101/160418/5371/85407/1453/6135/51514/7110/6622/10769/1956/29934/210/9781/2697/51582/29761/7079/65018/9992/23400/56893/7805/149628/25976/25898/4085/7415/51339/4088/4130/5245/26263/1642/55872/11236/10869/6599/1263/5708/79643/10425/5886/122809/91304/754/2903/51079/7874/29978/2316/258010/6815/11060/57154/135644/10399/641700/112398
## GO:0009896 208/27161/207/351/405/472/677/678/857/868/957/1027/1075/1191/1452/1454/1457/1601/1612/1950/2308/2309/2629/2773/2932/3064/3091/3146/3162/3303/3304/3320/3416/3479/3565/3569/3667/3949/4092/4193/4287/4478/5027/5045/5049/5071/5209/5291/5347/5465/5563/5581/5587/5595/5728/5747/5770/5962/5987/6093/6613/6662/6790/6794/6885/6923/7133/7248/7291/7336/7341/7430/7538/7832/7879/7917/8408/8517/8570/8671/8754/8975/9567/9655/9686/9698/9709/9810/10018/10075/10134/10140/10193/10221/10247/10444/10533/10558/10658/11040/11331/22849/23019/23112/23367/23376/23411/23435/23530/23677/25820/26137/26234/26259/26353/26986/27244/27327/27329/29110/29116/29997/51099/51100/51160/51343/51429/54915/55294/56829/57520/57531/57690/57721/57761/58476/60592/64115/79016/79443/79699/79837/79888/83667/83737/85363/87178/90678/91445/92140/94103/94241/116224/127544/140775/143686/144165/152503/153090/153769/154214/195827/201163/246175/253943/255488/255738/340152/340719/440275/440730/5976/51085/5286/5704/9604/6642/8554/25897/55187/23327/5601/55737/4734/28951/55743/4905/4898/9817/25831/51322/25807/27352/9978/9517/5700/215/140462/7249/665/4946/6449/2931/9830/64750/10645/8078/221662/9532/7957/7474/5210/22930/4780/9528/57535/991/22926/7128/25782/22954/9870/2185/117854/11059/10133/725/23163/3553/10236/8678/79066/3791/863/348/80762/10346/5562/2926/9475/324/29979/149041/6653/580/3184/160418/85407/1453/201292/51514/6622/10769/5305/9781/2697/4343/9337/6832/65018/9992/26086/7805/149628/25976/25898/151636/7415/51339/26263/55128/1642/11236/3643/81603/1263/664/220441/10425/57104/5886/122809/399664/91304/754/339976/340061/8660/51079/53373/389421/29978/6829/258010/11060/51441/57154/29883/26058/10399/131405/7416/641700/112398/8396
## Count
## GO:0010498 329
## GO:0016569 314
## GO:0016570 306
## GO:0010256 325
## GO:0042176 268
## GO:0009896 305
set.seed(the_seed)
go_ora_o <- enrichGO(gene = multimir_results@data$target_entrez,
universe = names(geneList_dge_no_dups),
OrgDb = org.Hs.eg.db::org.Hs.eg.db,
ont = "all",
pAdjustMethod = "BH",
pvalueCutoff = 1,
qvalueCutoff = 1)
head(go_ora_o)
## ONTOLOGY ID Description GeneRatio BgRatio pvalue p.adjust qvalue geneID
## NA <NA> <NA> <NA> <NA> <NA> NA NA NA <NA>
## NA.1 <NA> <NA> <NA> <NA> <NA> NA NA NA <NA>
## NA.2 <NA> <NA> <NA> <NA> <NA> NA NA NA <NA>
## NA.3 <NA> <NA> <NA> <NA> <NA> NA NA NA <NA>
## NA.4 <NA> <NA> <NA> <NA> <NA> NA NA NA <NA>
## NA.5 <NA> <NA> <NA> <NA> <NA> NA NA NA <NA>
## Count
## NA NA
## NA.1 NA
## NA.2 NA
## NA.3 NA
## NA.4 NA
## NA.5 NA
kegg_ora <- enrichKEGG(gene = multimir_results@data$target_entrez,
organism = 'hsa',
pvalueCutoff = 1)
head(kegg_ora)
## ID Description GeneRatio BgRatio pvalue
## hsa05205 hsa05205 Proteoglycans in cancer 157/4196 205/8093 1.364483e-13
## hsa05131 hsa05131 Shigellosis 179/4196 247/8093 1.470540e-11
## hsa04150 hsa04150 mTOR signaling pathway 120/4196 155/8093 3.066436e-11
## hsa04520 hsa04520 Adherens junction 63/4196 71/8093 3.188723e-11
## hsa04110 hsa04110 Cell cycle 100/4196 126/8093 1.065623e-10
## hsa04068 hsa04068 FoxO signaling pathway 101/4196 131/8093 1.730831e-09
## p.adjust qvalue
## hsa05205 4.516438e-11 2.671513e-11
## hsa05131 2.433744e-09 1.439581e-09
## hsa04150 2.638669e-09 1.560796e-09
## hsa04520 2.638669e-09 1.560796e-09
## hsa04110 7.054426e-09 4.172756e-09
## hsa04068 8.485766e-08 5.019407e-08
## geneID
## hsa05205 6608/208/10855/60/71/207/286/387/595/815/836/857/858/960/998/1026/1277/1278/1432/1499/2002/2064/2065/2247/2475/2535/2885/3091/3339/3479/3480/3481/3549/3673/3688/3845/4087/4193/4233/4478/4609/4893/5170/5290/5291/5295/5335/5336/5501/5567/5578/5579/5594/5595/5603/5604/5747/5777/5829/5894/5962/6093/6198/6237/6382/6385/6774/7023/7042/7057/7157/7291/7422/7430/7473/7477/7479/7482/7484/7855/8322/8323/8324/8325/8326/8503/10451/10818/22800/27250/29102/51196/51384/5329/355/4659/816/1975/2817/5566/9138/2260/369/3693/2017/4313/6548/3710/4318/7976/7040/5296/1655/2549/81029/1839/7474/2335/6654/10000/5328/3709/7471/54776/3791/2318/3236/9475/1514/967/80326/2317/5879/7099/6194/3685/8826/287/1956/818/5058/3708/89780/7476/7074/8321/673/3678/6383/6199/2066/5781/23365/2316/6714/5500/3690
## hsa05131 208/63916/1399/60/71/81/207/375/387/472/596/598/823/960/989/998/1398/1432/2308/2309/2475/2932/3021/3099/3576/3606/3611/3688/3725/4193/4303/4735/4793/5290/5291/5295/5335/5336/5581/5594/5595/5599/5602/5603/5747/5829/5970/6093/6198/6500/6885/7094/7157/7186/7189/7307/7314/7321/7322/7323/7334/7335/7336/7414/8290/8350/8351/8352/8353/8356/8357/8358/8503/8517/8915/8945/8968/8976/9140/9252/9266/10094/10097/10163/10325/10627/10892/11335/22863/23048/23176/23291/25851/26100/29108/29110/51196/54205/54874/57180/58528/64121/84335/92610/103910/115004/126961/199746/333932/440093/653604/100132074/9265/5601/9564/23118/9474/55062/87/5289/51619/7188/2017/55054/55072/3710/9978/5332/84557/5296/2931/5216/4790/8936/10096/3554/9181/10000/3709/3553/718/826/3661/8678/1729/9475/5879/7099/834/55752/81631/10318/1956/1793/7316/3708/831/10670/3098/257397/8878/3678/113026/10092/114548/10109/382/4615/6199/664/81858/340061/10801/6714/1147/7416/4636/10552/8355
## hsa04150 208/207/387/523/525/526/528/529/1857/1978/2475/2535/2885/2887/2932/3479/3480/3667/3845/4041/4893/5170/5290/5291/5295/5563/5578/5579/5594/5595/5604/5728/5894/6195/6197/6198/6249/6446/6794/7248/7473/7477/7479/7482/7484/7855/8140/8322/8323/8324/8325/8326/8408/8503/8649/9296/9550/10325/51384/51719/54541/58528/64121/64223/64798/64900/79109/81929/83667/84335/153129/201163/253260/729438/1856/57600/1975/4040/6196/55437/9706/9681/9894/9675/9663/81617/79726/8131/7249/7976/5296/6009/81029/7474/6654/10000/7471/5562/80326/9470/6194/55004/127124/89780/7476/10670/6396/8321/673/54468/6520/3643/6199/220441/389541/1147/96459/652968/90423/92335
## hsa04520 60/71/81/387/998/999/1387/1457/1499/2033/2064/2241/3480/4089/4233/4301/5594/5595/5770/5777/5792/5795/5818/5881/6885/6934/7048/7082/7414/8976/10163/10810/51701/83439/9855/2534/1495/1459/87/2260/10580/7046/8936/6615/5787/5880/5819/4008/5879/51176/8826/81607/52/1956/56288/4088/3643/5797/10458/7525/25945/6714/1500
## hsa04110 898/1021/25/472/595/890/894/896/983/990/996/1017/1026/1027/1030/1111/1387/1870/1871/1874/2033/2810/2932/4087/4089/4176/4193/4609/4998/5000/5111/5347/5885/5925/6500/7027/7042/7157/7465/7529/7531/7532/7533/7534/8243/8555/9088/9134/9184/9700/10971/11200/23594/51343/51434/64682/10926/4171/4175/27127/8556/5933/8318/8697/8317/4616/4174/9978/1869/10735/5934/4173/7040/9126/25906/4172/7272/3065/1647/7709/991/1031/25847/1028/8900/1875/891/23595/1019/51529/701/9133/995/993/4085/9232/4088/699/29882/5591
## hsa04068 208/207/472/595/604/894/1017/1026/1027/1030/1387/1432/1454/1950/2033/2308/2309/2885/3479/3480/3569/3575/3667/3845/4089/4193/4303/4893/5170/5290/5291/5295/5347/5563/5571/5594/5595/5599/5602/5603/5604/5728/5894/5896/6446/6517/6648/6774/6789/6794/7042/7048/8503/9140/9455/10018/10365/11337/23411/23678/51701/80854/114907/100132074/100533105/5601/369/4616/5106/10110/5934/7040/5296/7046/6654/1647/10000/8743/2538/5565/5562/8471/891/3586/901/23710/92579/10733/10769/1956/9456/9133/673/4088/1901/3643/1263/664/8660/7874/1147
## Count
## hsa05205 157
## hsa05131 179
## hsa04150 120
## hsa04520 63
## hsa04110 100
## hsa04068 101